{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  高中体侧数据转换"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  数据加载， pd.read_excel('./18级高一体测成绩汇总.xls')默认加载第一个工作表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of      班级 性别 男1000米跑  男50米跑    男跳远  男体前屈  男引体  男肺活量     身高    体重  BMI\n",
       "0     1  男    4'13   8.88  195.0    12    1  2785  170.0  72.6    0\n",
       "1     1  男    4'16   7.70  225.0    11    7  3133  174.0  52.7    0\n",
       "2     1  男    4'09   8.45  218.0    14    1  3901  169.0  46.5    0\n",
       "3     1  男    4'21   8.05  206.0    13    1  4946  183.0  79.7    0\n",
       "4     1  男    3'44   7.52  210.0    13    9  3538  171.0  54.7    0\n",
       "5     1  男    3'49   7.94  190.0    20    7  3970  175.0  66.4    0\n",
       "6     1  男    3'54   7.75  186.0    11    7  3710  173.0  53.9    0\n",
       "7     1  男     4'3   8.06  195.0     3    1  5578  178.0  83.1    0\n",
       "8     1  男    4'01   7.75  220.0    15   10  3821  175.0  66.5    0\n",
       "9     1  男    4'12   7.38  245.0    17   11  4423  167.0  53.9    0\n",
       "10    1  男       4   7.82  219.0    13   11  4031  173.0  57.4    0\n",
       "11    1  男    4'13   7.37  228.0     9   15  4354  163.0  54.6    0\n",
       "12    1  男    3'45   7.66  202.0     7    3  2238  179.0  61.1    0\n",
       "13    1  男    3'46   7.66  245.0     3    7  4811  177.0  63.9    0\n",
       "14    1  男       0   0.00    0.0     0    0     0    0.0   0.0    0\n",
       "15    1  男    3'57   7.60  192.0     7    5  4147  174.0  59.2    0\n",
       "16    1  男    4'18   8.14  210.0     8    4  4241  179.0  61.9    0\n",
       "17    1  男    3'32   7.20  255.0    22   12  5324  183.0  63.4    0\n",
       "18    1  男    3'56   8.15  207.0    13   12  4363  173.0  60.5    0\n",
       "19    1  男    3'47   8.15  202.0    13   16  5364  174.0  56.0    0\n",
       "20    1  男    3'53   7.85  210.0     3    7  3445  177.0  56.9    0\n",
       "21    1  男    3'57   7.85  220.0     9    2  5670  177.0  55.5    0\n",
       "22    1  男    3'42   7.23  212.0    12   15  5709  185.0  72.3    0\n",
       "23    1  男     4'3   7.68  218.0    15    3  4780  177.0  83.7    0\n",
       "24    1  男    4'14   8.30  206.0    15    1  3358  173.0  46.6    0\n",
       "25    1  男    4'04   8.15  205.0     9    5  3494  169.0  48.3    0\n",
       "26    1  男    4'04   7.55  190.0    12    5  3286  169.0  50.1    0\n",
       "27    1  男    4'02   7.55  240.0     5   12  4483  171.0  58.4    0\n",
       "28    1  男    3'57   7.89  220.0     9   11  4254  166.0  54.8    0\n",
       "29    1  男    4'16   8.19  212.0    27    7  3498  169.0  68.0    0\n",
       "..   .. ..     ...    ...    ...   ...  ...   ...    ...   ...  ...\n",
       "447  17  男    4'15   8.36  217.0    20    2  5452  175.0  83.4    0\n",
       "448  17  男    4'36   7.22  267.0     6   11  5555  179.0  62.2    0\n",
       "449  17  男    3'48   7.37  225.0    17   12  5519  176.0  62.2    0\n",
       "450  17  男    3'58   7.37  236.0    12   11  4246  169.0  60.1    0\n",
       "451  17  男    4'02   8.00  210.0    18    7  4034  167.0  56.8    0\n",
       "452  17  男    4'02   8.00  196.0    12    4  5738  172.0  66.5    0\n",
       "453  17  男    4'38   8.09  223.0    21    8  5168  169.0  78.0    0\n",
       "454  17  男       0   0.00    0.0     0    0     0    0.0   0.0    0\n",
       "455  17  男     4'2   8.37  208.0    21    8  5677  172.0  63.7    0\n",
       "456  17  男    4'26   7.89  232.0    21    8  7052  180.0  82.9    0\n",
       "457  17  男    4'09   8.46  205.0    15    7  4208  171.0  61.0    0\n",
       "458  17  男    3'49   7.66  232.0    11   10  5897  175.0  56.1    0\n",
       "459  17  男    4'36   7.77  236.0    11   20  5158  176.0  55.2    0\n",
       "460  17  男    4'37   8.27  208.0    17    1  6311  177.0  95.6    0\n",
       "461  17  男    3'44   8.27  217.0    15    7  5075  170.0  57.6    0\n",
       "462  17  男    3'55   7.98  212.0    20   10  5564  168.0  54.5    0\n",
       "463  17  男    3'41   7.57  225.0     9    5  5599  181.0  74.8    0\n",
       "464  17  男    5'29   9.02  210.0    12    0  6712  183.0  95.9    0\n",
       "465  17  男    4'11   7.51  238.0    21   14  5590  179.0  67.7    0\n",
       "466  17  男    4'56   7.42  252.0     9   13  5159  180.0  70.0    0\n",
       "467  17  男    3'54   7.96  229.0    14    9  5254  182.0  64.1    0\n",
       "468  17  男       0   0.00    0.0     0    0     0    0.0   0.0    0\n",
       "469  17  男     4'4   8.02  180.0     8    1  4592  187.0  64.6    0\n",
       "470  17  男    3'54   7.51  238.0    13   11  5572  176.0  59.5    0\n",
       "471  17  男    4'58   8.76  200.0    12    9  4533  169.0  51.3    0\n",
       "472  17  男    4'23   8.27  208.0    10    0  4647  176.0  69.5    0\n",
       "473  17  男    5'19   9.55  210.0    15    6  7042  177.0  76.0    0\n",
       "474  17  男    3'25   7.50  252.0    13   13  5755  181.0  65.0    0\n",
       "475  17  男    4'39   7.81  208.0    14   11  5688  172.0  51.7    0\n",
       "476  17  男       0   0.00    0.0     0    0     0    0.0   0.0    0\n",
       "\n",
       "[477 rows x 11 columns]>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "male_student_score = pd.read_excel('./模块四作业数据 (1)/18级高一体测成绩汇总.xls',name = '男')\n",
    "male_student_score.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of      班级 性别  女800米跑  女50米跑    女跳远  女体前屈  女仰卧  女肺活量     身高    体重  BMI\n",
       "0     1  女    3.22   9.32  185.0    16   48  3775  163.0  51.3    0\n",
       "1     1  女    4.59  11.44  148.0     9   29  3683  163.0  66.6    0\n",
       "2     1  女    3.46  13.40  150.0     7   40  3331  157.0  60.0    0\n",
       "3     1  女    3.39   9.52  172.0    21   46  3701  160.0  50.7    0\n",
       "4     1  女    3.43   9.79  145.0     8   34  3592  167.0  63.9    0\n",
       "5     1  女    3.47  10.01  158.0    17   35  3483  170.0  47.0    0\n",
       "6     1  女    4.69  10.42  150.0    18   32  3754  158.0  54.0    0\n",
       "7     1  女    4.26  10.03  165.0    16   35  4520  160.0  48.5    0\n",
       "8     1  女    3.48  10.59  159.0     8   46  3662  160.0  42.0    0\n",
       "9     1  女    4.18  10.30  161.0    22   42  3955  171.0  62.2    0\n",
       "10    1  女    3.38   9.37  162.0    15   43  4374  157.0  56.0    0\n",
       "11    1  女    4.11  10.68  150.0    15   45  4488  175.0  53.2    0\n",
       "12    1  女    3.45   9.74  168.0    21   35  4176  164.0  49.5    0\n",
       "13    1  女    3.59  10.83  140.0     6   41  3497  159.0  52.0    0\n",
       "14    1  女    3.32  10.25  167.0    19   31  4094  165.0  56.7    0\n",
       "15    1  女    3.40  10.25  152.0    21   43  3403  156.0  50.9    0\n",
       "16    1  女    3.58   9.85  160.0    14   29  4433  172.0  77.6    0\n",
       "17    1  女    3.36   9.41  182.0    24   30  4520  167.0  61.6    0\n",
       "18    1  女    3.48   9.44  176.0    17   43  4209  157.0  57.1    0\n",
       "19    1  女    3.24   9.07  185.0    22   33  2887  167.0  52.0    0\n",
       "20    1  女    3.48  10.00  160.0    18   30  3016  157.0  55.7    0\n",
       "21    1  女    4.09  10.00  172.0     8   42  3949  172.0  57.8    0\n",
       "22    1  女    3.30   9.74  155.0    10   35  3574  155.0  52.2    0\n",
       "23    1  女    3.35   9.74  180.0    19   33  3285  161.0  51.3    0\n",
       "24    1  女    4.03  10.80  151.0    11   40  3503  162.0  50.6    0\n",
       "25    1  女    3.40   9.95  168.0    15   41  4586  166.0  53.3    0\n",
       "26    1  女    3.58   9.68  186.0    21   40  3942  161.0  51.3    0\n",
       "27    1  女    3.49   8.77  185.0    19   40  3171  160.0  46.7    0\n",
       "28    2  女    0.00  10.10  150.0    30   28  2673  169.0  61.0    0\n",
       "29    2  女    4.19   9.90  151.0    20   32  3410  165.0  65.6    0\n",
       "..   .. ..     ...    ...    ...   ...  ...   ...    ...   ...  ...\n",
       "563  16  女    4.12  10.09  162.0    15   48  2802  161.0  54.0    0\n",
       "564  16  女    3.36   9.35  182.0    15   40  2390  165.0  53.0    0\n",
       "565  16  女    4.01   9.97  156.0    12   40  2668  167.0  51.1    0\n",
       "566  16  女    3.44   9.97  160.0    15   35  3437  159.0  58.0    0\n",
       "567  16  女    5.17  11.77  130.0    12   33  3447  163.0  76.0    0\n",
       "568  16  女    0.00   0.00    0.0     0    0     0    0.0   0.0    0\n",
       "569  17  女    3.31   9.44  180.0    13   58  1923  165.0  43.8    0\n",
       "570  17  女    0.00   9.21  176.0    13   41  2091  158.0  52.5    0\n",
       "571  17  女    3.56  10.53  162.0    16   48  1918  155.0  45.7    0\n",
       "572  17  女    3.37  10.08  179.0    14   48  2300  154.0  45.0    0\n",
       "573  17  女    4.54  11.14  140.0    14   39  2453  162.0  52.1    0\n",
       "574  17  女    3.44   9.83  168.0    22   32  3571  165.0  59.3    0\n",
       "575  17  女    4.25  10.00  150.0    15   38  2489  161.0  65.3    0\n",
       "576  17  女    4.23  10.00  170.0    26   38  2528  161.0  52.2    0\n",
       "577  17  女    3.55  10.13  162.0    16   43  2625  156.0  61.4    0\n",
       "578  17  女    4.05  10.20  160.0    18   47  2654  149.0  46.2    0\n",
       "579  17  女    4.10  10.15  162.0     5   40  2839  161.0  59.0    0\n",
       "580  17  女    3.25  10.46  160.0    13   40  1924  156.0  51.1    0\n",
       "581  17  女    4.02   9.82  165.0    13   38  2741  167.0  58.2    0\n",
       "582  17  女    3.25   9.28  167.0    11   47  1838  172.0  51.7    0\n",
       "583  17  女    3.56  11.03  162.0    11   37  2008  160.0  42.2    0\n",
       "584  17  女    3.54   9.16  182.0    23   41  1881  160.0  56.8    0\n",
       "585  17  女    3.37   9.22  175.0    11   46  2167  158.0  50.5    0\n",
       "586  17  女    0.00  11.15  149.0    28   50  2498  158.0  48.0    0\n",
       "587  17  女    3.46   9.60  170.0     6   41  2824  163.0  59.5    0\n",
       "588  17  女    3.51   9.60  150.0    24   41  2255  158.0  49.0    0\n",
       "589  17  女    4.00  10.18  150.0    13   36  2937  161.0  55.7    0\n",
       "590  17  女    3.45  10.18  152.0    15   35  2592  165.0  48.6    0\n",
       "591  17  女    4.01   9.67  165.0    10   41  1829  154.0  43.6    0\n",
       "592  17  女    4.48   9.09  180.0    10   46  2962  162.0  55.3    0\n",
       "\n",
       "[593 rows x 11 columns]>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "female_student_score = pd.read_excel('./模块四作业数据 (1)/18级高一体测成绩汇总.xls',sheet_name = '女')\n",
    "female_student_score.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of 男肺活量 男肺活量  女肺活量      男50米跑      女50米跑       男体前屈       女体前屈 ...   女跳远       \\\n",
       "成绩     分数    成绩   分数    成绩   分数    成绩   分数    成绩   分数    成绩 ...    成绩   分数   \n",
       "4540  100  3150  100   7.1  100   7.8  100  23.6  100  24.2 ...   204  100   \n",
       "4420   95  3100   95   7.2   95   7.9   95  21.5   95  22.5 ...   198   95   \n",
       "4300   90  3050   90   7.3   90   8.0   90  19.4   90  20.8 ...   192   90   \n",
       "4050   85  2900   85   7.4   85   8.3   85  17.2   85  19.1 ...   185   85   \n",
       "3800   80  2750   80   7.5   80   8.6   80  15.0   80  17.4 ...   178   80   \n",
       "3680   78  2650   78   7.7   78   8.8   78  13.6   78  16.1 ...   175   78   \n",
       "3560   76  2550   76   7.9   76   9.0   76  12.2   76  14.8 ...   172   76   \n",
       "3440   74  2450   74   8.1   74   9.2   74  10.8   74  13.5 ...   169   74   \n",
       "3320   72  2350   72   8.3   72   9.4   72   9.4   72  12.2 ...   166   72   \n",
       "3200   70  2250   70   8.5   70   9.6   70   8.0   70  10.9 ...   163   70   \n",
       "3080   68  2150   68   8.7   68   9.8   68   6.6   68   9.6 ...   160   68   \n",
       "2960   66  2050   66   8.9   66  10.0   66   5.2   66   8.3 ...   157   66   \n",
       "2840   64  1950   64   9.1   64  10.2   64   3.8   64   7.0 ...   154   64   \n",
       "2720   62  1850   62   9.3   62  10.4   62   2.4   62   5.7 ...   151   62   \n",
       "2600   60  1750   60   9.5   60  10.6   60   1.0   60   4.4 ...   148   60   \n",
       "2470   50  1710   50   9.7   50  10.8   50   0.0   50   3.6 ...   143   50   \n",
       "2340   40  1670   40   9.9   40  11.0   40  -1.0   40   2.8 ...   138   40   \n",
       "2210   30  1630   30  10.1   30  11.2   30  -2.0   30   2.0 ...   133   30   \n",
       "2080   20  1590   20  10.3   20  11.4   20  -3.0   20   1.2 ...   128   20   \n",
       "1950   10  1550   10  10.5   10  11.6   10  -4.0   10   0.4 ...   123   10   \n",
       "\n",
       "男肺活量   男引体      女仰卧      男1000米跑      女800米跑       \n",
       "成绩      成绩   分数  成绩   分数      成绩   分数     成绩   分数  \n",
       "4540  16.0  100  53  100   3'30\"  100  3'24\"  100  \n",
       "4420  15.0   95  51   95   3'35\"   95  3'30\"   95  \n",
       "4300  14.0   90  49   90   3'40\"   90  3'36\"   90  \n",
       "4050  13.0   85  46   85   3'47\"   85  3'43\"   85  \n",
       "3800  12.0   80  43   80   3'55\"   80  3'50\"   80  \n",
       "3680   NaN   78  41   78   4'00\"   78  3'55\"   78  \n",
       "3560  11.0   76  39   76   4'05\"   76  4'00\"   76  \n",
       "3440   NaN   74  37   74   4'10\"   74  4'05\"   74  \n",
       "3320  10.0   72  35   72   4'15\"   72  4'10\"   72  \n",
       "3200   NaN   70  33   70   4'20\"   70  4'15\"   70  \n",
       "3080   9.0   68  31   68   4'25\"   68  4'20\"   68  \n",
       "2960   NaN   66  29   66   4'30\"   66  4'25\"   66  \n",
       "2840   8.0   64  27   64   4'35\"   64  4'30\"   64  \n",
       "2720   NaN   62  25   62   4'40\"   62  4'35\"   62  \n",
       "2600   7.0   60  23   60   4'45\"   60  4'40\"   60  \n",
       "2470   6.0   50  21   50   5'05\"   50  4'50\"   50  \n",
       "2340   5.0   40  19   40   5'25\"   40  5'00\"   40  \n",
       "2210   4.0   30  17   30   5'45\"   30  5'10\"   30  \n",
       "2080   3.0   20  15   20   6'05\"   20  5'20\"   20  \n",
       "1950   2.0   10  13   10   6'25\"   10  5'30\"   10  \n",
       "\n",
       "[20 rows x 23 columns]>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "student_score = pd.read_excel('./模块四作业数据 (1)/体侧成绩评分表.xls',header=[0,1])\n",
    "student_score.info"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 男1000米跑，数据类型是str，并且是4’26这种形式，需要变成float类型的值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    4.22\n",
       "1    4.27\n",
       "2    4.15\n",
       "3    4.35\n",
       "4    3.73\n",
       "Name: 男1000米跑, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def a(x):\n",
    "    if type(x) == int:\n",
    "        time = float(x)\n",
    "    else:\n",
    "        lst = x.split('\\'')\n",
    "        m = lst[0]    # 遍历分钟\n",
    "        s = lst[1]    # 遍历秒钟\n",
    "        s = round(float(s)/60,2)\n",
    "        time = float(m) + s\n",
    "    return time\n",
    "male_student_score['男1000米跑'] = male_student_score['男1000米跑'].apply(a)\n",
    "male_student_score['男1000米跑'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4540    3.50\n",
       "4420    3.58\n",
       "4300    3.67\n",
       "4050    3.78\n",
       "3800    3.92\n",
       "3680    4.00\n",
       "3560    4.08\n",
       "3440    4.17\n",
       "3320    4.25\n",
       "3200    4.33\n",
       "3080    4.42\n",
       "2960    4.50\n",
       "2840    4.58\n",
       "2720    4.67\n",
       "2600    4.75\n",
       "2470    5.08\n",
       "2340    5.42\n",
       "2210    5.75\n",
       "2080    6.08\n",
       "1950    6.42\n",
       "Name: 成绩, dtype: float64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def b(x):\n",
    "    if type(x) == int:\n",
    "        time = float(x)\n",
    "    else:\n",
    "        lst = x.split('\\'')\n",
    "        m = lst[0]    # 遍历分钟\n",
    "        s = lst[1][:-1]    # 遍历秒钟\n",
    "        s = round(float(s)/60,2)\n",
    "        time = float(m) + s\n",
    "    return time\n",
    "student_score['男1000米跑']['成绩'].transform(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4540    3.40\n",
       "4420    3.50\n",
       "4300    3.60\n",
       "4050    3.72\n",
       "3800    3.83\n",
       "3680    3.92\n",
       "3560    4.00\n",
       "3440    4.08\n",
       "3320    4.17\n",
       "3200    4.25\n",
       "3080    4.33\n",
       "2960    4.42\n",
       "2840    4.50\n",
       "2720    4.58\n",
       "2600    4.67\n",
       "2470    4.83\n",
       "2340    5.00\n",
       "2210    5.17\n",
       "2080    5.33\n",
       "1950    5.50\n",
       "Name: 成绩, dtype: float64"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "student_score['女800米跑']['成绩'].transform(b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "def a(x):\n",
    "    return float(x)\n",
    "male_student_score['男50米跑']=male_student_score['男50米跑'].apply(a)\n",
    "male_student_score['男跳远']=male_student_score['男跳远'].apply(a)\n",
    "male_student_score['男体前屈']=male_student_score['男体前屈'].apply(a)\n",
    "male_student_score['男引体']=male_student_score['男引体'].apply(a)\n",
    "male_student_score['男肺活量']=male_student_score['男肺活量'].apply(a)\n",
    "male_student_score['身高']=male_student_score['身高'].apply(a)\n",
    "male_student_score['体重']=male_student_score['体重'].apply(a)\n",
    "male_student_score['BMI']=male_student_score['BMI'].apply(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男1000米跑分数</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>72</td>\n",
       "      <td>8.88</td>\n",
       "      <td>195.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2785.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>70</td>\n",
       "      <td>7.70</td>\n",
       "      <td>225.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3133.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>74</td>\n",
       "      <td>8.45</td>\n",
       "      <td>218.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3901.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>46.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.35</td>\n",
       "      <td>68</td>\n",
       "      <td>8.05</td>\n",
       "      <td>206.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4946.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>79.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>85</td>\n",
       "      <td>7.52</td>\n",
       "      <td>210.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3538.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>80</td>\n",
       "      <td>7.94</td>\n",
       "      <td>190.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3970.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>80</td>\n",
       "      <td>7.75</td>\n",
       "      <td>186.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3710.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>76</td>\n",
       "      <td>8.06</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5578.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>83.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.02</td>\n",
       "      <td>76</td>\n",
       "      <td>7.75</td>\n",
       "      <td>220.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3821.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.20</td>\n",
       "      <td>72</td>\n",
       "      <td>7.38</td>\n",
       "      <td>245.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4423.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.00</td>\n",
       "      <td>76</td>\n",
       "      <td>7.82</td>\n",
       "      <td>219.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4031.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>57.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>72</td>\n",
       "      <td>7.37</td>\n",
       "      <td>228.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4354.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.75</td>\n",
       "      <td>85</td>\n",
       "      <td>7.66</td>\n",
       "      <td>202.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2238.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.77</td>\n",
       "      <td>85</td>\n",
       "      <td>7.66</td>\n",
       "      <td>245.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4811.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>63.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>78</td>\n",
       "      <td>7.60</td>\n",
       "      <td>192.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4147.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>59.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.30</td>\n",
       "      <td>70</td>\n",
       "      <td>8.14</td>\n",
       "      <td>210.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4241.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.53</td>\n",
       "      <td>95</td>\n",
       "      <td>7.20</td>\n",
       "      <td>255.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5324.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>63.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.93</td>\n",
       "      <td>78</td>\n",
       "      <td>8.15</td>\n",
       "      <td>207.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4363.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.78</td>\n",
       "      <td>80</td>\n",
       "      <td>8.15</td>\n",
       "      <td>202.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>5364.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.88</td>\n",
       "      <td>80</td>\n",
       "      <td>7.85</td>\n",
       "      <td>210.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3445.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>56.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>78</td>\n",
       "      <td>7.85</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5670.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.70</td>\n",
       "      <td>85</td>\n",
       "      <td>7.23</td>\n",
       "      <td>212.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5709.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>72.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>76</td>\n",
       "      <td>7.68</td>\n",
       "      <td>218.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4780.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.23</td>\n",
       "      <td>72</td>\n",
       "      <td>8.30</td>\n",
       "      <td>206.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3358.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>46.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>76</td>\n",
       "      <td>8.15</td>\n",
       "      <td>205.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3494.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>48.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>76</td>\n",
       "      <td>7.55</td>\n",
       "      <td>190.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3286.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>50.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>7.55</td>\n",
       "      <td>240.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4483.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>58.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>78</td>\n",
       "      <td>7.89</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4254.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>70</td>\n",
       "      <td>8.19</td>\n",
       "      <td>212.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3498.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.25</td>\n",
       "      <td>70</td>\n",
       "      <td>8.36</td>\n",
       "      <td>217.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5452.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>83.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>62</td>\n",
       "      <td>7.22</td>\n",
       "      <td>267.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5555.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.80</td>\n",
       "      <td>80</td>\n",
       "      <td>7.37</td>\n",
       "      <td>225.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5519.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.97</td>\n",
       "      <td>78</td>\n",
       "      <td>7.37</td>\n",
       "      <td>236.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4246.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>60.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>8.00</td>\n",
       "      <td>210.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4034.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>56.8</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>8.00</td>\n",
       "      <td>196.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5738.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.63</td>\n",
       "      <td>62</td>\n",
       "      <td>8.09</td>\n",
       "      <td>223.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5168.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>8.37</td>\n",
       "      <td>208.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5677.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>63.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.43</td>\n",
       "      <td>66</td>\n",
       "      <td>7.89</td>\n",
       "      <td>232.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7052.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>74</td>\n",
       "      <td>8.46</td>\n",
       "      <td>205.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4208.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>80</td>\n",
       "      <td>7.66</td>\n",
       "      <td>232.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5897.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>62</td>\n",
       "      <td>7.77</td>\n",
       "      <td>236.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5158.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>55.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.62</td>\n",
       "      <td>62</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6311.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>95.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>85</td>\n",
       "      <td>8.27</td>\n",
       "      <td>217.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5075.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>57.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.92</td>\n",
       "      <td>78</td>\n",
       "      <td>7.98</td>\n",
       "      <td>212.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5564.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.68</td>\n",
       "      <td>85</td>\n",
       "      <td>7.57</td>\n",
       "      <td>225.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5599.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>74.8</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.48</td>\n",
       "      <td>30</td>\n",
       "      <td>9.02</td>\n",
       "      <td>210.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6712.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.18</td>\n",
       "      <td>72</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5590.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>67.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.93</td>\n",
       "      <td>50</td>\n",
       "      <td>7.42</td>\n",
       "      <td>252.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5159.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>80</td>\n",
       "      <td>7.96</td>\n",
       "      <td>229.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5254.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>64.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>76</td>\n",
       "      <td>8.02</td>\n",
       "      <td>180.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4592.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>64.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>80</td>\n",
       "      <td>7.51</td>\n",
       "      <td>238.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5572.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.97</td>\n",
       "      <td>50</td>\n",
       "      <td>8.76</td>\n",
       "      <td>200.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4533.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>51.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.38</td>\n",
       "      <td>68</td>\n",
       "      <td>8.27</td>\n",
       "      <td>208.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4647.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.32</td>\n",
       "      <td>40</td>\n",
       "      <td>9.55</td>\n",
       "      <td>210.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7042.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.42</td>\n",
       "      <td>100</td>\n",
       "      <td>7.50</td>\n",
       "      <td>252.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5755.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.65</td>\n",
       "      <td>62</td>\n",
       "      <td>7.81</td>\n",
       "      <td>208.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5688.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>51.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男1000米跑分数  男50米跑    男跳远  男体前屈   男引体    男肺活量     身高    体重  \\\n",
       "0     1  男     4.22         72   8.88  195.0  12.0   1.0  2785.0  170.0  72.6   \n",
       "1     1  男     4.27         70   7.70  225.0  11.0   7.0  3133.0  174.0  52.7   \n",
       "2     1  男     4.15         74   8.45  218.0  14.0   1.0  3901.0  169.0  46.5   \n",
       "3     1  男     4.35         68   8.05  206.0  13.0   1.0  4946.0  183.0  79.7   \n",
       "4     1  男     3.73         85   7.52  210.0  13.0   9.0  3538.0  171.0  54.7   \n",
       "5     1  男     3.82         80   7.94  190.0  20.0   7.0  3970.0  175.0  66.4   \n",
       "6     1  男     3.90         80   7.75  186.0  11.0   7.0  3710.0  173.0  53.9   \n",
       "7     1  男     4.05         76   8.06  195.0   3.0   1.0  5578.0  178.0  83.1   \n",
       "8     1  男     4.02         76   7.75  220.0  15.0  10.0  3821.0  175.0  66.5   \n",
       "9     1  男     4.20         72   7.38  245.0  17.0  11.0  4423.0  167.0  53.9   \n",
       "10    1  男     4.00         76   7.82  219.0  13.0  11.0  4031.0  173.0  57.4   \n",
       "11    1  男     4.22         72   7.37  228.0   9.0  15.0  4354.0  163.0  54.6   \n",
       "12    1  男     3.75         85   7.66  202.0   7.0   3.0  2238.0  179.0  61.1   \n",
       "13    1  男     3.77         85   7.66  245.0   3.0   7.0  4811.0  177.0  63.9   \n",
       "14    1  男     0.00        100   0.00    0.0   0.0   0.0     0.0    0.0   0.0   \n",
       "15    1  男     3.95         78   7.60  192.0   7.0   5.0  4147.0  174.0  59.2   \n",
       "16    1  男     4.30         70   8.14  210.0   8.0   4.0  4241.0  179.0  61.9   \n",
       "17    1  男     3.53         95   7.20  255.0  22.0  12.0  5324.0  183.0  63.4   \n",
       "18    1  男     3.93         78   8.15  207.0  13.0  12.0  4363.0  173.0  60.5   \n",
       "19    1  男     3.78         80   8.15  202.0  13.0  16.0  5364.0  174.0  56.0   \n",
       "20    1  男     3.88         80   7.85  210.0   3.0   7.0  3445.0  177.0  56.9   \n",
       "21    1  男     3.95         78   7.85  220.0   9.0   2.0  5670.0  177.0  55.5   \n",
       "22    1  男     3.70         85   7.23  212.0  12.0  15.0  5709.0  185.0  72.3   \n",
       "23    1  男     4.05         76   7.68  218.0  15.0   3.0  4780.0  177.0  83.7   \n",
       "24    1  男     4.23         72   8.30  206.0  15.0   1.0  3358.0  173.0  46.6   \n",
       "25    1  男     4.07         76   8.15  205.0   9.0   5.0  3494.0  169.0  48.3   \n",
       "26    1  男     4.07         76   7.55  190.0  12.0   5.0  3286.0  169.0  50.1   \n",
       "27    1  男     4.03         76   7.55  240.0   5.0  12.0  4483.0  171.0  58.4   \n",
       "28    1  男     3.95         78   7.89  220.0   9.0  11.0  4254.0  166.0  54.8   \n",
       "29    1  男     4.27         70   8.19  212.0  27.0   7.0  3498.0  169.0  68.0   \n",
       "..   .. ..      ...        ...    ...    ...   ...   ...     ...    ...   ...   \n",
       "447  17  男     4.25         70   8.36  217.0  20.0   2.0  5452.0  175.0  83.4   \n",
       "448  17  男     4.60         62   7.22  267.0   6.0  11.0  5555.0  179.0  62.2   \n",
       "449  17  男     3.80         80   7.37  225.0  17.0  12.0  5519.0  176.0  62.2   \n",
       "450  17  男     3.97         78   7.37  236.0  12.0  11.0  4246.0  169.0  60.1   \n",
       "451  17  男     4.03         76   8.00  210.0  18.0   7.0  4034.0  167.0  56.8   \n",
       "452  17  男     4.03         76   8.00  196.0  12.0   4.0  5738.0  172.0  66.5   \n",
       "453  17  男     4.63         62   8.09  223.0  21.0   8.0  5168.0  169.0  78.0   \n",
       "454  17  男     0.00        100   0.00    0.0   0.0   0.0     0.0    0.0   0.0   \n",
       "455  17  男     4.03         76   8.37  208.0  21.0   8.0  5677.0  172.0  63.7   \n",
       "456  17  男     4.43         66   7.89  232.0  21.0   8.0  7052.0  180.0  82.9   \n",
       "457  17  男     4.15         74   8.46  205.0  15.0   7.0  4208.0  171.0  61.0   \n",
       "458  17  男     3.82         80   7.66  232.0  11.0  10.0  5897.0  175.0  56.1   \n",
       "459  17  男     4.60         62   7.77  236.0  11.0  20.0  5158.0  176.0  55.2   \n",
       "460  17  男     4.62         62   8.27  208.0  17.0   1.0  6311.0  177.0  95.6   \n",
       "461  17  男     3.73         85   8.27  217.0  15.0   7.0  5075.0  170.0  57.6   \n",
       "462  17  男     3.92         78   7.98  212.0  20.0  10.0  5564.0  168.0  54.5   \n",
       "463  17  男     3.68         85   7.57  225.0   9.0   5.0  5599.0  181.0  74.8   \n",
       "464  17  男     5.48         30   9.02  210.0  12.0   0.0  6712.0  183.0  95.9   \n",
       "465  17  男     4.18         72   7.51  238.0  21.0  14.0  5590.0  179.0  67.7   \n",
       "466  17  男     4.93         50   7.42  252.0   9.0  13.0  5159.0  180.0  70.0   \n",
       "467  17  男     3.90         80   7.96  229.0  14.0   9.0  5254.0  182.0  64.1   \n",
       "468  17  男     0.00        100   0.00    0.0   0.0   0.0     0.0    0.0   0.0   \n",
       "469  17  男     4.07         76   8.02  180.0   8.0   1.0  4592.0  187.0  64.6   \n",
       "470  17  男     3.90         80   7.51  238.0  13.0  11.0  5572.0  176.0  59.5   \n",
       "471  17  男     4.97         50   8.76  200.0  12.0   9.0  4533.0  169.0  51.3   \n",
       "472  17  男     4.38         68   8.27  208.0  10.0   0.0  4647.0  176.0  69.5   \n",
       "473  17  男     5.32         40   9.55  210.0  15.0   6.0  7042.0  177.0  76.0   \n",
       "474  17  男     3.42        100   7.50  252.0  13.0  13.0  5755.0  181.0  65.0   \n",
       "475  17  男     4.65         62   7.81  208.0  14.0  11.0  5688.0  172.0  51.7   \n",
       "476  17  男     0.00        100   0.00    0.0   0.0   0.0     0.0    0.0   0.0   \n",
       "\n",
       "     BMI  \n",
       "0    0.0  \n",
       "1    0.0  \n",
       "2    0.0  \n",
       "3    0.0  \n",
       "4    0.0  \n",
       "5    0.0  \n",
       "6    0.0  \n",
       "7    0.0  \n",
       "8    0.0  \n",
       "9    0.0  \n",
       "10   0.0  \n",
       "11   0.0  \n",
       "12   0.0  \n",
       "13   0.0  \n",
       "14   0.0  \n",
       "15   0.0  \n",
       "16   0.0  \n",
       "17   0.0  \n",
       "18   0.0  \n",
       "19   0.0  \n",
       "20   0.0  \n",
       "21   0.0  \n",
       "22   0.0  \n",
       "23   0.0  \n",
       "24   0.0  \n",
       "25   0.0  \n",
       "26   0.0  \n",
       "27   0.0  \n",
       "28   0.0  \n",
       "29   0.0  \n",
       "..   ...  \n",
       "447  0.0  \n",
       "448  0.0  \n",
       "449  0.0  \n",
       "450  0.0  \n",
       "451  0.0  \n",
       "452  0.0  \n",
       "453  0.0  \n",
       "454  0.0  \n",
       "455  0.0  \n",
       "456  0.0  \n",
       "457  0.0  \n",
       "458  0.0  \n",
       "459  0.0  \n",
       "460  0.0  \n",
       "461  0.0  \n",
       "462  0.0  \n",
       "463  0.0  \n",
       "464  0.0  \n",
       "465  0.0  \n",
       "466  0.0  \n",
       "467  0.0  \n",
       "468  0.0  \n",
       "469  0.0  \n",
       "470  0.0  \n",
       "471  0.0  \n",
       "472  0.0  \n",
       "473  0.0  \n",
       "474  0.0  \n",
       "475  0.0  \n",
       "476  0.0  \n",
       "\n",
       "[477 rows x 12 columns]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def sorce_run_male(x):\n",
    "    if 3.50 > x:\n",
    "        s = 100\n",
    "    elif 3.58 > x :\n",
    "        s = 95\n",
    "    elif 3.67 > x :\n",
    "        s = 90\n",
    "    elif 3.78 > x :\n",
    "        s = 85\n",
    "    elif 3.92 > x :\n",
    "        s = 80\n",
    "    elif 4.00 > x :\n",
    "        s = 78\n",
    "    elif 4.08 > x :\n",
    "        s = 76\n",
    "    elif 4.17 > x :\n",
    "        s = 74\n",
    "    elif 4.25 > x :\n",
    "        s = 72\n",
    "    elif 4.33 > x :\n",
    "        s = 70\n",
    "    elif 4.42 > x :\n",
    "        s = 68\n",
    "    elif 4.50 > x :\n",
    "        s = 66\n",
    "    elif 4.58 > x :\n",
    "        s = 64\n",
    "    elif 4.67 > x :\n",
    "        s = 62\n",
    "    elif 4.75 > x :\n",
    "        s = 60\n",
    "    elif 5.08 > x :\n",
    "        s = 50\n",
    "    elif 5.42 > x :\n",
    "        s = 40\n",
    "    elif 5.75 > x :\n",
    "        s = 30\n",
    "    elif 6.08 > x :\n",
    "        s = 20\n",
    "    else:\n",
    "        s = 10\n",
    "    return s\n",
    "del male_student_score['男1000米跑分数']\n",
    "male_student_score.insert(\n",
    "    loc = 3,\n",
    "    column = '男1000米跑分数',\n",
    "    value = male_student_score['男1000米跑'].map(sorce_run_male)\n",
    ")\n",
    "male_student_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男1000米跑分数</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男50米跑分数</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>72</td>\n",
       "      <td>8.88</td>\n",
       "      <td>66</td>\n",
       "      <td>195.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2785.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>70</td>\n",
       "      <td>7.70</td>\n",
       "      <td>76</td>\n",
       "      <td>225.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3133.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>74</td>\n",
       "      <td>8.45</td>\n",
       "      <td>70</td>\n",
       "      <td>218.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3901.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>46.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.35</td>\n",
       "      <td>68</td>\n",
       "      <td>8.05</td>\n",
       "      <td>74</td>\n",
       "      <td>206.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4946.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>79.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>85</td>\n",
       "      <td>7.52</td>\n",
       "      <td>78</td>\n",
       "      <td>210.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3538.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>80</td>\n",
       "      <td>7.94</td>\n",
       "      <td>74</td>\n",
       "      <td>190.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3970.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>80</td>\n",
       "      <td>7.75</td>\n",
       "      <td>76</td>\n",
       "      <td>186.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3710.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>76</td>\n",
       "      <td>8.06</td>\n",
       "      <td>74</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5578.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>83.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.02</td>\n",
       "      <td>76</td>\n",
       "      <td>7.75</td>\n",
       "      <td>76</td>\n",
       "      <td>220.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3821.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.20</td>\n",
       "      <td>72</td>\n",
       "      <td>7.38</td>\n",
       "      <td>85</td>\n",
       "      <td>245.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4423.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.00</td>\n",
       "      <td>76</td>\n",
       "      <td>7.82</td>\n",
       "      <td>76</td>\n",
       "      <td>219.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4031.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>57.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>72</td>\n",
       "      <td>7.37</td>\n",
       "      <td>85</td>\n",
       "      <td>228.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4354.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.75</td>\n",
       "      <td>85</td>\n",
       "      <td>7.66</td>\n",
       "      <td>78</td>\n",
       "      <td>202.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2238.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.77</td>\n",
       "      <td>85</td>\n",
       "      <td>7.66</td>\n",
       "      <td>78</td>\n",
       "      <td>245.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4811.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>63.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>78</td>\n",
       "      <td>7.60</td>\n",
       "      <td>78</td>\n",
       "      <td>192.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4147.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>59.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.30</td>\n",
       "      <td>70</td>\n",
       "      <td>8.14</td>\n",
       "      <td>72</td>\n",
       "      <td>210.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4241.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.53</td>\n",
       "      <td>95</td>\n",
       "      <td>7.20</td>\n",
       "      <td>90</td>\n",
       "      <td>255.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5324.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>63.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.93</td>\n",
       "      <td>78</td>\n",
       "      <td>8.15</td>\n",
       "      <td>72</td>\n",
       "      <td>207.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4363.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.78</td>\n",
       "      <td>80</td>\n",
       "      <td>8.15</td>\n",
       "      <td>72</td>\n",
       "      <td>202.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>5364.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.88</td>\n",
       "      <td>80</td>\n",
       "      <td>7.85</td>\n",
       "      <td>76</td>\n",
       "      <td>210.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3445.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>56.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>78</td>\n",
       "      <td>7.85</td>\n",
       "      <td>76</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5670.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.70</td>\n",
       "      <td>85</td>\n",
       "      <td>7.23</td>\n",
       "      <td>90</td>\n",
       "      <td>212.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5709.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>72.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>76</td>\n",
       "      <td>7.68</td>\n",
       "      <td>78</td>\n",
       "      <td>218.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4780.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.23</td>\n",
       "      <td>72</td>\n",
       "      <td>8.30</td>\n",
       "      <td>70</td>\n",
       "      <td>206.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3358.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>46.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>76</td>\n",
       "      <td>8.15</td>\n",
       "      <td>72</td>\n",
       "      <td>205.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3494.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>48.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>76</td>\n",
       "      <td>7.55</td>\n",
       "      <td>78</td>\n",
       "      <td>190.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3286.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>50.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>7.55</td>\n",
       "      <td>78</td>\n",
       "      <td>240.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4483.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>58.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>78</td>\n",
       "      <td>7.89</td>\n",
       "      <td>76</td>\n",
       "      <td>220.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4254.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>70</td>\n",
       "      <td>8.19</td>\n",
       "      <td>72</td>\n",
       "      <td>212.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3498.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.25</td>\n",
       "      <td>70</td>\n",
       "      <td>8.36</td>\n",
       "      <td>70</td>\n",
       "      <td>217.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5452.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>83.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>62</td>\n",
       "      <td>7.22</td>\n",
       "      <td>90</td>\n",
       "      <td>267.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5555.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.80</td>\n",
       "      <td>80</td>\n",
       "      <td>7.37</td>\n",
       "      <td>85</td>\n",
       "      <td>225.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5519.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.97</td>\n",
       "      <td>78</td>\n",
       "      <td>7.37</td>\n",
       "      <td>85</td>\n",
       "      <td>236.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4246.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>60.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>8.00</td>\n",
       "      <td>74</td>\n",
       "      <td>210.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4034.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>56.8</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>8.00</td>\n",
       "      <td>74</td>\n",
       "      <td>196.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5738.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.63</td>\n",
       "      <td>62</td>\n",
       "      <td>8.09</td>\n",
       "      <td>74</td>\n",
       "      <td>223.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5168.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>8.37</td>\n",
       "      <td>70</td>\n",
       "      <td>208.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5677.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>63.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.43</td>\n",
       "      <td>66</td>\n",
       "      <td>7.89</td>\n",
       "      <td>76</td>\n",
       "      <td>232.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7052.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>74</td>\n",
       "      <td>8.46</td>\n",
       "      <td>70</td>\n",
       "      <td>205.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4208.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>80</td>\n",
       "      <td>7.66</td>\n",
       "      <td>78</td>\n",
       "      <td>232.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5897.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>62</td>\n",
       "      <td>7.77</td>\n",
       "      <td>76</td>\n",
       "      <td>236.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5158.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>55.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.62</td>\n",
       "      <td>62</td>\n",
       "      <td>8.27</td>\n",
       "      <td>72</td>\n",
       "      <td>208.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6311.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>95.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>85</td>\n",
       "      <td>8.27</td>\n",
       "      <td>72</td>\n",
       "      <td>217.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5075.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>57.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.92</td>\n",
       "      <td>78</td>\n",
       "      <td>7.98</td>\n",
       "      <td>74</td>\n",
       "      <td>212.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5564.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.68</td>\n",
       "      <td>85</td>\n",
       "      <td>7.57</td>\n",
       "      <td>78</td>\n",
       "      <td>225.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5599.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>74.8</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.48</td>\n",
       "      <td>30</td>\n",
       "      <td>9.02</td>\n",
       "      <td>64</td>\n",
       "      <td>210.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6712.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.18</td>\n",
       "      <td>72</td>\n",
       "      <td>7.51</td>\n",
       "      <td>78</td>\n",
       "      <td>238.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5590.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>67.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.93</td>\n",
       "      <td>50</td>\n",
       "      <td>7.42</td>\n",
       "      <td>80</td>\n",
       "      <td>252.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5159.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>80</td>\n",
       "      <td>7.96</td>\n",
       "      <td>74</td>\n",
       "      <td>229.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5254.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>64.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>76</td>\n",
       "      <td>8.02</td>\n",
       "      <td>74</td>\n",
       "      <td>180.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4592.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>64.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>80</td>\n",
       "      <td>7.51</td>\n",
       "      <td>78</td>\n",
       "      <td>238.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5572.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.97</td>\n",
       "      <td>50</td>\n",
       "      <td>8.76</td>\n",
       "      <td>66</td>\n",
       "      <td>200.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4533.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>51.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.38</td>\n",
       "      <td>68</td>\n",
       "      <td>8.27</td>\n",
       "      <td>72</td>\n",
       "      <td>208.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4647.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.32</td>\n",
       "      <td>40</td>\n",
       "      <td>9.55</td>\n",
       "      <td>50</td>\n",
       "      <td>210.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7042.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.42</td>\n",
       "      <td>100</td>\n",
       "      <td>7.50</td>\n",
       "      <td>78</td>\n",
       "      <td>252.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5755.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.65</td>\n",
       "      <td>62</td>\n",
       "      <td>7.81</td>\n",
       "      <td>76</td>\n",
       "      <td>208.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5688.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>51.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男1000米跑分数  男50米跑  男50米跑分数    男跳远  男体前屈   男引体    男肺活量  \\\n",
       "0     1  男     4.22         72   8.88       66  195.0  12.0   1.0  2785.0   \n",
       "1     1  男     4.27         70   7.70       76  225.0  11.0   7.0  3133.0   \n",
       "2     1  男     4.15         74   8.45       70  218.0  14.0   1.0  3901.0   \n",
       "3     1  男     4.35         68   8.05       74  206.0  13.0   1.0  4946.0   \n",
       "4     1  男     3.73         85   7.52       78  210.0  13.0   9.0  3538.0   \n",
       "5     1  男     3.82         80   7.94       74  190.0  20.0   7.0  3970.0   \n",
       "6     1  男     3.90         80   7.75       76  186.0  11.0   7.0  3710.0   \n",
       "7     1  男     4.05         76   8.06       74  195.0   3.0   1.0  5578.0   \n",
       "8     1  男     4.02         76   7.75       76  220.0  15.0  10.0  3821.0   \n",
       "9     1  男     4.20         72   7.38       85  245.0  17.0  11.0  4423.0   \n",
       "10    1  男     4.00         76   7.82       76  219.0  13.0  11.0  4031.0   \n",
       "11    1  男     4.22         72   7.37       85  228.0   9.0  15.0  4354.0   \n",
       "12    1  男     3.75         85   7.66       78  202.0   7.0   3.0  2238.0   \n",
       "13    1  男     3.77         85   7.66       78  245.0   3.0   7.0  4811.0   \n",
       "14    1  男     0.00        100   0.00      100    0.0   0.0   0.0     0.0   \n",
       "15    1  男     3.95         78   7.60       78  192.0   7.0   5.0  4147.0   \n",
       "16    1  男     4.30         70   8.14       72  210.0   8.0   4.0  4241.0   \n",
       "17    1  男     3.53         95   7.20       90  255.0  22.0  12.0  5324.0   \n",
       "18    1  男     3.93         78   8.15       72  207.0  13.0  12.0  4363.0   \n",
       "19    1  男     3.78         80   8.15       72  202.0  13.0  16.0  5364.0   \n",
       "20    1  男     3.88         80   7.85       76  210.0   3.0   7.0  3445.0   \n",
       "21    1  男     3.95         78   7.85       76  220.0   9.0   2.0  5670.0   \n",
       "22    1  男     3.70         85   7.23       90  212.0  12.0  15.0  5709.0   \n",
       "23    1  男     4.05         76   7.68       78  218.0  15.0   3.0  4780.0   \n",
       "24    1  男     4.23         72   8.30       70  206.0  15.0   1.0  3358.0   \n",
       "25    1  男     4.07         76   8.15       72  205.0   9.0   5.0  3494.0   \n",
       "26    1  男     4.07         76   7.55       78  190.0  12.0   5.0  3286.0   \n",
       "27    1  男     4.03         76   7.55       78  240.0   5.0  12.0  4483.0   \n",
       "28    1  男     3.95         78   7.89       76  220.0   9.0  11.0  4254.0   \n",
       "29    1  男     4.27         70   8.19       72  212.0  27.0   7.0  3498.0   \n",
       "..   .. ..      ...        ...    ...      ...    ...   ...   ...     ...   \n",
       "447  17  男     4.25         70   8.36       70  217.0  20.0   2.0  5452.0   \n",
       "448  17  男     4.60         62   7.22       90  267.0   6.0  11.0  5555.0   \n",
       "449  17  男     3.80         80   7.37       85  225.0  17.0  12.0  5519.0   \n",
       "450  17  男     3.97         78   7.37       85  236.0  12.0  11.0  4246.0   \n",
       "451  17  男     4.03         76   8.00       74  210.0  18.0   7.0  4034.0   \n",
       "452  17  男     4.03         76   8.00       74  196.0  12.0   4.0  5738.0   \n",
       "453  17  男     4.63         62   8.09       74  223.0  21.0   8.0  5168.0   \n",
       "454  17  男     0.00        100   0.00      100    0.0   0.0   0.0     0.0   \n",
       "455  17  男     4.03         76   8.37       70  208.0  21.0   8.0  5677.0   \n",
       "456  17  男     4.43         66   7.89       76  232.0  21.0   8.0  7052.0   \n",
       "457  17  男     4.15         74   8.46       70  205.0  15.0   7.0  4208.0   \n",
       "458  17  男     3.82         80   7.66       78  232.0  11.0  10.0  5897.0   \n",
       "459  17  男     4.60         62   7.77       76  236.0  11.0  20.0  5158.0   \n",
       "460  17  男     4.62         62   8.27       72  208.0  17.0   1.0  6311.0   \n",
       "461  17  男     3.73         85   8.27       72  217.0  15.0   7.0  5075.0   \n",
       "462  17  男     3.92         78   7.98       74  212.0  20.0  10.0  5564.0   \n",
       "463  17  男     3.68         85   7.57       78  225.0   9.0   5.0  5599.0   \n",
       "464  17  男     5.48         30   9.02       64  210.0  12.0   0.0  6712.0   \n",
       "465  17  男     4.18         72   7.51       78  238.0  21.0  14.0  5590.0   \n",
       "466  17  男     4.93         50   7.42       80  252.0   9.0  13.0  5159.0   \n",
       "467  17  男     3.90         80   7.96       74  229.0  14.0   9.0  5254.0   \n",
       "468  17  男     0.00        100   0.00      100    0.0   0.0   0.0     0.0   \n",
       "469  17  男     4.07         76   8.02       74  180.0   8.0   1.0  4592.0   \n",
       "470  17  男     3.90         80   7.51       78  238.0  13.0  11.0  5572.0   \n",
       "471  17  男     4.97         50   8.76       66  200.0  12.0   9.0  4533.0   \n",
       "472  17  男     4.38         68   8.27       72  208.0  10.0   0.0  4647.0   \n",
       "473  17  男     5.32         40   9.55       50  210.0  15.0   6.0  7042.0   \n",
       "474  17  男     3.42        100   7.50       78  252.0  13.0  13.0  5755.0   \n",
       "475  17  男     4.65         62   7.81       76  208.0  14.0  11.0  5688.0   \n",
       "476  17  男     0.00        100   0.00      100    0.0   0.0   0.0     0.0   \n",
       "\n",
       "        身高    体重  BMI  \n",
       "0    170.0  72.6  0.0  \n",
       "1    174.0  52.7  0.0  \n",
       "2    169.0  46.5  0.0  \n",
       "3    183.0  79.7  0.0  \n",
       "4    171.0  54.7  0.0  \n",
       "5    175.0  66.4  0.0  \n",
       "6    173.0  53.9  0.0  \n",
       "7    178.0  83.1  0.0  \n",
       "8    175.0  66.5  0.0  \n",
       "9    167.0  53.9  0.0  \n",
       "10   173.0  57.4  0.0  \n",
       "11   163.0  54.6  0.0  \n",
       "12   179.0  61.1  0.0  \n",
       "13   177.0  63.9  0.0  \n",
       "14     0.0   0.0  0.0  \n",
       "15   174.0  59.2  0.0  \n",
       "16   179.0  61.9  0.0  \n",
       "17   183.0  63.4  0.0  \n",
       "18   173.0  60.5  0.0  \n",
       "19   174.0  56.0  0.0  \n",
       "20   177.0  56.9  0.0  \n",
       "21   177.0  55.5  0.0  \n",
       "22   185.0  72.3  0.0  \n",
       "23   177.0  83.7  0.0  \n",
       "24   173.0  46.6  0.0  \n",
       "25   169.0  48.3  0.0  \n",
       "26   169.0  50.1  0.0  \n",
       "27   171.0  58.4  0.0  \n",
       "28   166.0  54.8  0.0  \n",
       "29   169.0  68.0  0.0  \n",
       "..     ...   ...  ...  \n",
       "447  175.0  83.4  0.0  \n",
       "448  179.0  62.2  0.0  \n",
       "449  176.0  62.2  0.0  \n",
       "450  169.0  60.1  0.0  \n",
       "451  167.0  56.8  0.0  \n",
       "452  172.0  66.5  0.0  \n",
       "453  169.0  78.0  0.0  \n",
       "454    0.0   0.0  0.0  \n",
       "455  172.0  63.7  0.0  \n",
       "456  180.0  82.9  0.0  \n",
       "457  171.0  61.0  0.0  \n",
       "458  175.0  56.1  0.0  \n",
       "459  176.0  55.2  0.0  \n",
       "460  177.0  95.6  0.0  \n",
       "461  170.0  57.6  0.0  \n",
       "462  168.0  54.5  0.0  \n",
       "463  181.0  74.8  0.0  \n",
       "464  183.0  95.9  0.0  \n",
       "465  179.0  67.7  0.0  \n",
       "466  180.0  70.0  0.0  \n",
       "467  182.0  64.1  0.0  \n",
       "468    0.0   0.0  0.0  \n",
       "469  187.0  64.6  0.0  \n",
       "470  176.0  59.5  0.0  \n",
       "471  169.0  51.3  0.0  \n",
       "472  176.0  69.5  0.0  \n",
       "473  177.0  76.0  0.0  \n",
       "474  181.0  65.0  0.0  \n",
       "475  172.0  51.7  0.0  \n",
       "476    0.0   0.0  0.0  \n",
       "\n",
       "[477 rows x 13 columns]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def sorce_run_male(x):\n",
    "    if 7.1 > x:\n",
    "        s = 100\n",
    "    elif 7.2 > x :\n",
    "        s = 95\n",
    "    elif 7.3 > x :\n",
    "        s = 90\n",
    "    elif 7.4 > x :\n",
    "        s = 85\n",
    "    elif 7.5 > x :\n",
    "        s = 80\n",
    "    elif 7.7 > x :\n",
    "        s = 78\n",
    "    elif 7.9 > x :\n",
    "        s = 76\n",
    "    elif 8.1 > x :\n",
    "        s = 74\n",
    "    elif 8.3 > x :\n",
    "        s = 72\n",
    "    elif 8.5 > x :\n",
    "        s = 70\n",
    "    elif 8.7 > x :\n",
    "        s = 68\n",
    "    elif 8.9 > x :\n",
    "        s = 66\n",
    "    elif 9.1 > x :\n",
    "        s = 64\n",
    "    elif 9.3 > x :\n",
    "        s = 62\n",
    "    elif 9.5 > x :\n",
    "        s = 60\n",
    "    elif 9.7 > x :\n",
    "        s = 50\n",
    "    elif 9.9 > x :\n",
    "        s = 40\n",
    "    elif 10.1 > x :\n",
    "        s = 30\n",
    "    elif 10.3 > x :\n",
    "        s = 20\n",
    "    else:\n",
    "        s = 10\n",
    "    return s\n",
    "male_student_score.insert(\n",
    "    loc = 5,\n",
    "    column = '男50米跑分数',\n",
    "    value = male_student_score['男50米跑'].map(sorce_run_male)\n",
    ")\n",
    "male_student_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男1000米跑分数</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男50米跑分数</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男肺活量分数</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>72</td>\n",
       "      <td>8.88</td>\n",
       "      <td>66</td>\n",
       "      <td>195.0</td>\n",
       "      <td>62</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2785.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>70</td>\n",
       "      <td>7.70</td>\n",
       "      <td>76</td>\n",
       "      <td>225.0</td>\n",
       "      <td>68</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3133.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>74</td>\n",
       "      <td>8.45</td>\n",
       "      <td>70</td>\n",
       "      <td>218.0</td>\n",
       "      <td>80</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3901.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>46.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.35</td>\n",
       "      <td>68</td>\n",
       "      <td>8.05</td>\n",
       "      <td>74</td>\n",
       "      <td>206.0</td>\n",
       "      <td>100</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4946.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>79.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>85</td>\n",
       "      <td>7.52</td>\n",
       "      <td>78</td>\n",
       "      <td>210.0</td>\n",
       "      <td>74</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3538.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>80</td>\n",
       "      <td>7.94</td>\n",
       "      <td>74</td>\n",
       "      <td>190.0</td>\n",
       "      <td>80</td>\n",
       "      <td>20.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3970.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>80</td>\n",
       "      <td>7.75</td>\n",
       "      <td>76</td>\n",
       "      <td>186.0</td>\n",
       "      <td>78</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3710.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>76</td>\n",
       "      <td>8.06</td>\n",
       "      <td>74</td>\n",
       "      <td>195.0</td>\n",
       "      <td>100</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5578.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>83.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.02</td>\n",
       "      <td>76</td>\n",
       "      <td>7.75</td>\n",
       "      <td>76</td>\n",
       "      <td>220.0</td>\n",
       "      <td>80</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3821.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.20</td>\n",
       "      <td>72</td>\n",
       "      <td>7.38</td>\n",
       "      <td>85</td>\n",
       "      <td>245.0</td>\n",
       "      <td>95</td>\n",
       "      <td>17.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4423.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.00</td>\n",
       "      <td>76</td>\n",
       "      <td>7.82</td>\n",
       "      <td>76</td>\n",
       "      <td>219.0</td>\n",
       "      <td>80</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4031.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>57.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>72</td>\n",
       "      <td>7.37</td>\n",
       "      <td>85</td>\n",
       "      <td>228.0</td>\n",
       "      <td>90</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4354.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.75</td>\n",
       "      <td>85</td>\n",
       "      <td>7.66</td>\n",
       "      <td>78</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2238.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.77</td>\n",
       "      <td>85</td>\n",
       "      <td>7.66</td>\n",
       "      <td>78</td>\n",
       "      <td>245.0</td>\n",
       "      <td>100</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4811.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>63.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>78</td>\n",
       "      <td>7.60</td>\n",
       "      <td>78</td>\n",
       "      <td>192.0</td>\n",
       "      <td>85</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4147.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>59.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.30</td>\n",
       "      <td>70</td>\n",
       "      <td>8.14</td>\n",
       "      <td>72</td>\n",
       "      <td>210.0</td>\n",
       "      <td>85</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4241.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.53</td>\n",
       "      <td>95</td>\n",
       "      <td>7.20</td>\n",
       "      <td>90</td>\n",
       "      <td>255.0</td>\n",
       "      <td>100</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5324.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>63.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.93</td>\n",
       "      <td>78</td>\n",
       "      <td>8.15</td>\n",
       "      <td>72</td>\n",
       "      <td>207.0</td>\n",
       "      <td>90</td>\n",
       "      <td>13.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4363.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.78</td>\n",
       "      <td>80</td>\n",
       "      <td>8.15</td>\n",
       "      <td>72</td>\n",
       "      <td>202.0</td>\n",
       "      <td>100</td>\n",
       "      <td>13.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>5364.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.88</td>\n",
       "      <td>80</td>\n",
       "      <td>7.85</td>\n",
       "      <td>76</td>\n",
       "      <td>210.0</td>\n",
       "      <td>74</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3445.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>56.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>78</td>\n",
       "      <td>7.85</td>\n",
       "      <td>76</td>\n",
       "      <td>220.0</td>\n",
       "      <td>100</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5670.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.70</td>\n",
       "      <td>85</td>\n",
       "      <td>7.23</td>\n",
       "      <td>90</td>\n",
       "      <td>212.0</td>\n",
       "      <td>100</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5709.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>72.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>76</td>\n",
       "      <td>7.68</td>\n",
       "      <td>78</td>\n",
       "      <td>218.0</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4780.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.23</td>\n",
       "      <td>72</td>\n",
       "      <td>8.30</td>\n",
       "      <td>70</td>\n",
       "      <td>206.0</td>\n",
       "      <td>72</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3358.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>46.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>76</td>\n",
       "      <td>8.15</td>\n",
       "      <td>72</td>\n",
       "      <td>205.0</td>\n",
       "      <td>74</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3494.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>48.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>76</td>\n",
       "      <td>7.55</td>\n",
       "      <td>78</td>\n",
       "      <td>190.0</td>\n",
       "      <td>70</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3286.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>50.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>7.55</td>\n",
       "      <td>78</td>\n",
       "      <td>240.0</td>\n",
       "      <td>95</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4483.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>58.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>78</td>\n",
       "      <td>7.89</td>\n",
       "      <td>76</td>\n",
       "      <td>220.0</td>\n",
       "      <td>85</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4254.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>70</td>\n",
       "      <td>8.19</td>\n",
       "      <td>72</td>\n",
       "      <td>212.0</td>\n",
       "      <td>74</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3498.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.25</td>\n",
       "      <td>70</td>\n",
       "      <td>8.36</td>\n",
       "      <td>70</td>\n",
       "      <td>217.0</td>\n",
       "      <td>100</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5452.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>83.4</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>62</td>\n",
       "      <td>7.22</td>\n",
       "      <td>90</td>\n",
       "      <td>267.0</td>\n",
       "      <td>100</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5555.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.80</td>\n",
       "      <td>80</td>\n",
       "      <td>7.37</td>\n",
       "      <td>85</td>\n",
       "      <td>225.0</td>\n",
       "      <td>100</td>\n",
       "      <td>17.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5519.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.97</td>\n",
       "      <td>78</td>\n",
       "      <td>7.37</td>\n",
       "      <td>85</td>\n",
       "      <td>236.0</td>\n",
       "      <td>85</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4246.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>60.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>8.00</td>\n",
       "      <td>74</td>\n",
       "      <td>210.0</td>\n",
       "      <td>80</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4034.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>56.8</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>8.00</td>\n",
       "      <td>74</td>\n",
       "      <td>196.0</td>\n",
       "      <td>100</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5738.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.63</td>\n",
       "      <td>62</td>\n",
       "      <td>8.09</td>\n",
       "      <td>74</td>\n",
       "      <td>223.0</td>\n",
       "      <td>100</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5168.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>8.37</td>\n",
       "      <td>70</td>\n",
       "      <td>208.0</td>\n",
       "      <td>100</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5677.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>63.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.43</td>\n",
       "      <td>66</td>\n",
       "      <td>7.89</td>\n",
       "      <td>76</td>\n",
       "      <td>232.0</td>\n",
       "      <td>100</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7052.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>74</td>\n",
       "      <td>8.46</td>\n",
       "      <td>70</td>\n",
       "      <td>205.0</td>\n",
       "      <td>85</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4208.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>80</td>\n",
       "      <td>7.66</td>\n",
       "      <td>78</td>\n",
       "      <td>232.0</td>\n",
       "      <td>100</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5897.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>62</td>\n",
       "      <td>7.77</td>\n",
       "      <td>76</td>\n",
       "      <td>236.0</td>\n",
       "      <td>100</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5158.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>55.2</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.62</td>\n",
       "      <td>62</td>\n",
       "      <td>8.27</td>\n",
       "      <td>72</td>\n",
       "      <td>208.0</td>\n",
       "      <td>100</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6311.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>95.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>85</td>\n",
       "      <td>8.27</td>\n",
       "      <td>72</td>\n",
       "      <td>217.0</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5075.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>57.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.92</td>\n",
       "      <td>78</td>\n",
       "      <td>7.98</td>\n",
       "      <td>74</td>\n",
       "      <td>212.0</td>\n",
       "      <td>100</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5564.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.68</td>\n",
       "      <td>85</td>\n",
       "      <td>7.57</td>\n",
       "      <td>78</td>\n",
       "      <td>225.0</td>\n",
       "      <td>100</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5599.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>74.8</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.48</td>\n",
       "      <td>30</td>\n",
       "      <td>9.02</td>\n",
       "      <td>64</td>\n",
       "      <td>210.0</td>\n",
       "      <td>100</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6712.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.18</td>\n",
       "      <td>72</td>\n",
       "      <td>7.51</td>\n",
       "      <td>78</td>\n",
       "      <td>238.0</td>\n",
       "      <td>100</td>\n",
       "      <td>21.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5590.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>67.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.93</td>\n",
       "      <td>50</td>\n",
       "      <td>7.42</td>\n",
       "      <td>80</td>\n",
       "      <td>252.0</td>\n",
       "      <td>100</td>\n",
       "      <td>9.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5159.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>80</td>\n",
       "      <td>7.96</td>\n",
       "      <td>74</td>\n",
       "      <td>229.0</td>\n",
       "      <td>100</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5254.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>64.1</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>76</td>\n",
       "      <td>8.02</td>\n",
       "      <td>74</td>\n",
       "      <td>180.0</td>\n",
       "      <td>100</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4592.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>64.6</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>80</td>\n",
       "      <td>7.51</td>\n",
       "      <td>78</td>\n",
       "      <td>238.0</td>\n",
       "      <td>100</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5572.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.97</td>\n",
       "      <td>50</td>\n",
       "      <td>8.76</td>\n",
       "      <td>66</td>\n",
       "      <td>200.0</td>\n",
       "      <td>95</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4533.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>51.3</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.38</td>\n",
       "      <td>68</td>\n",
       "      <td>8.27</td>\n",
       "      <td>72</td>\n",
       "      <td>208.0</td>\n",
       "      <td>100</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4647.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.32</td>\n",
       "      <td>40</td>\n",
       "      <td>9.55</td>\n",
       "      <td>50</td>\n",
       "      <td>210.0</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7042.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.42</td>\n",
       "      <td>100</td>\n",
       "      <td>7.50</td>\n",
       "      <td>78</td>\n",
       "      <td>252.0</td>\n",
       "      <td>100</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5755.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.65</td>\n",
       "      <td>62</td>\n",
       "      <td>7.81</td>\n",
       "      <td>76</td>\n",
       "      <td>208.0</td>\n",
       "      <td>100</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5688.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>51.7</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男1000米跑分数  男50米跑  男50米跑分数    男跳远  男肺活量分数  男体前屈   男引体  \\\n",
       "0     1  男     4.22         72   8.88       66  195.0      62  12.0   1.0   \n",
       "1     1  男     4.27         70   7.70       76  225.0      68  11.0   7.0   \n",
       "2     1  男     4.15         74   8.45       70  218.0      80  14.0   1.0   \n",
       "3     1  男     4.35         68   8.05       74  206.0     100  13.0   1.0   \n",
       "4     1  男     3.73         85   7.52       78  210.0      74  13.0   9.0   \n",
       "5     1  男     3.82         80   7.94       74  190.0      80  20.0   7.0   \n",
       "6     1  男     3.90         80   7.75       76  186.0      78  11.0   7.0   \n",
       "7     1  男     4.05         76   8.06       74  195.0     100   3.0   1.0   \n",
       "8     1  男     4.02         76   7.75       76  220.0      80  15.0  10.0   \n",
       "9     1  男     4.20         72   7.38       85  245.0      95  17.0  11.0   \n",
       "10    1  男     4.00         76   7.82       76  219.0      80  13.0  11.0   \n",
       "11    1  男     4.22         72   7.37       85  228.0      90   9.0  15.0   \n",
       "12    1  男     3.75         85   7.66       78  202.0      20   7.0   3.0   \n",
       "13    1  男     3.77         85   7.66       78  245.0     100   3.0   7.0   \n",
       "14    1  男     0.00        100   0.00      100    0.0      10   0.0   0.0   \n",
       "15    1  男     3.95         78   7.60       78  192.0      85   7.0   5.0   \n",
       "16    1  男     4.30         70   8.14       72  210.0      85   8.0   4.0   \n",
       "17    1  男     3.53         95   7.20       90  255.0     100  22.0  12.0   \n",
       "18    1  男     3.93         78   8.15       72  207.0      90  13.0  12.0   \n",
       "19    1  男     3.78         80   8.15       72  202.0     100  13.0  16.0   \n",
       "20    1  男     3.88         80   7.85       76  210.0      74   3.0   7.0   \n",
       "21    1  男     3.95         78   7.85       76  220.0     100   9.0   2.0   \n",
       "22    1  男     3.70         85   7.23       90  212.0     100  12.0  15.0   \n",
       "23    1  男     4.05         76   7.68       78  218.0     100  15.0   3.0   \n",
       "24    1  男     4.23         72   8.30       70  206.0      72  15.0   1.0   \n",
       "25    1  男     4.07         76   8.15       72  205.0      74   9.0   5.0   \n",
       "26    1  男     4.07         76   7.55       78  190.0      70  12.0   5.0   \n",
       "27    1  男     4.03         76   7.55       78  240.0      95   5.0  12.0   \n",
       "28    1  男     3.95         78   7.89       76  220.0      85   9.0  11.0   \n",
       "29    1  男     4.27         70   8.19       72  212.0      74  27.0   7.0   \n",
       "..   .. ..      ...        ...    ...      ...    ...     ...   ...   ...   \n",
       "447  17  男     4.25         70   8.36       70  217.0     100  20.0   2.0   \n",
       "448  17  男     4.60         62   7.22       90  267.0     100   6.0  11.0   \n",
       "449  17  男     3.80         80   7.37       85  225.0     100  17.0  12.0   \n",
       "450  17  男     3.97         78   7.37       85  236.0      85  12.0  11.0   \n",
       "451  17  男     4.03         76   8.00       74  210.0      80  18.0   7.0   \n",
       "452  17  男     4.03         76   8.00       74  196.0     100  12.0   4.0   \n",
       "453  17  男     4.63         62   8.09       74  223.0     100  21.0   8.0   \n",
       "454  17  男     0.00        100   0.00      100    0.0      10   0.0   0.0   \n",
       "455  17  男     4.03         76   8.37       70  208.0     100  21.0   8.0   \n",
       "456  17  男     4.43         66   7.89       76  232.0     100  21.0   8.0   \n",
       "457  17  男     4.15         74   8.46       70  205.0      85  15.0   7.0   \n",
       "458  17  男     3.82         80   7.66       78  232.0     100  11.0  10.0   \n",
       "459  17  男     4.60         62   7.77       76  236.0     100  11.0  20.0   \n",
       "460  17  男     4.62         62   8.27       72  208.0     100  17.0   1.0   \n",
       "461  17  男     3.73         85   8.27       72  217.0     100  15.0   7.0   \n",
       "462  17  男     3.92         78   7.98       74  212.0     100  20.0  10.0   \n",
       "463  17  男     3.68         85   7.57       78  225.0     100   9.0   5.0   \n",
       "464  17  男     5.48         30   9.02       64  210.0     100  12.0   0.0   \n",
       "465  17  男     4.18         72   7.51       78  238.0     100  21.0  14.0   \n",
       "466  17  男     4.93         50   7.42       80  252.0     100   9.0  13.0   \n",
       "467  17  男     3.90         80   7.96       74  229.0     100  14.0   9.0   \n",
       "468  17  男     0.00        100   0.00      100    0.0      10   0.0   0.0   \n",
       "469  17  男     4.07         76   8.02       74  180.0     100   8.0   1.0   \n",
       "470  17  男     3.90         80   7.51       78  238.0     100  13.0  11.0   \n",
       "471  17  男     4.97         50   8.76       66  200.0      95  12.0   9.0   \n",
       "472  17  男     4.38         68   8.27       72  208.0     100  10.0   0.0   \n",
       "473  17  男     5.32         40   9.55       50  210.0     100  15.0   6.0   \n",
       "474  17  男     3.42        100   7.50       78  252.0     100  13.0  13.0   \n",
       "475  17  男     4.65         62   7.81       76  208.0     100  14.0  11.0   \n",
       "476  17  男     0.00        100   0.00      100    0.0      10   0.0   0.0   \n",
       "\n",
       "       男肺活量     身高    体重  BMI  \n",
       "0    2785.0  170.0  72.6  0.0  \n",
       "1    3133.0  174.0  52.7  0.0  \n",
       "2    3901.0  169.0  46.5  0.0  \n",
       "3    4946.0  183.0  79.7  0.0  \n",
       "4    3538.0  171.0  54.7  0.0  \n",
       "5    3970.0  175.0  66.4  0.0  \n",
       "6    3710.0  173.0  53.9  0.0  \n",
       "7    5578.0  178.0  83.1  0.0  \n",
       "8    3821.0  175.0  66.5  0.0  \n",
       "9    4423.0  167.0  53.9  0.0  \n",
       "10   4031.0  173.0  57.4  0.0  \n",
       "11   4354.0  163.0  54.6  0.0  \n",
       "12   2238.0  179.0  61.1  0.0  \n",
       "13   4811.0  177.0  63.9  0.0  \n",
       "14      0.0    0.0   0.0  0.0  \n",
       "15   4147.0  174.0  59.2  0.0  \n",
       "16   4241.0  179.0  61.9  0.0  \n",
       "17   5324.0  183.0  63.4  0.0  \n",
       "18   4363.0  173.0  60.5  0.0  \n",
       "19   5364.0  174.0  56.0  0.0  \n",
       "20   3445.0  177.0  56.9  0.0  \n",
       "21   5670.0  177.0  55.5  0.0  \n",
       "22   5709.0  185.0  72.3  0.0  \n",
       "23   4780.0  177.0  83.7  0.0  \n",
       "24   3358.0  173.0  46.6  0.0  \n",
       "25   3494.0  169.0  48.3  0.0  \n",
       "26   3286.0  169.0  50.1  0.0  \n",
       "27   4483.0  171.0  58.4  0.0  \n",
       "28   4254.0  166.0  54.8  0.0  \n",
       "29   3498.0  169.0  68.0  0.0  \n",
       "..      ...    ...   ...  ...  \n",
       "447  5452.0  175.0  83.4  0.0  \n",
       "448  5555.0  179.0  62.2  0.0  \n",
       "449  5519.0  176.0  62.2  0.0  \n",
       "450  4246.0  169.0  60.1  0.0  \n",
       "451  4034.0  167.0  56.8  0.0  \n",
       "452  5738.0  172.0  66.5  0.0  \n",
       "453  5168.0  169.0  78.0  0.0  \n",
       "454     0.0    0.0   0.0  0.0  \n",
       "455  5677.0  172.0  63.7  0.0  \n",
       "456  7052.0  180.0  82.9  0.0  \n",
       "457  4208.0  171.0  61.0  0.0  \n",
       "458  5897.0  175.0  56.1  0.0  \n",
       "459  5158.0  176.0  55.2  0.0  \n",
       "460  6311.0  177.0  95.6  0.0  \n",
       "461  5075.0  170.0  57.6  0.0  \n",
       "462  5564.0  168.0  54.5  0.0  \n",
       "463  5599.0  181.0  74.8  0.0  \n",
       "464  6712.0  183.0  95.9  0.0  \n",
       "465  5590.0  179.0  67.7  0.0  \n",
       "466  5159.0  180.0  70.0  0.0  \n",
       "467  5254.0  182.0  64.1  0.0  \n",
       "468     0.0    0.0   0.0  0.0  \n",
       "469  4592.0  187.0  64.6  0.0  \n",
       "470  5572.0  176.0  59.5  0.0  \n",
       "471  4533.0  169.0  51.3  0.0  \n",
       "472  4647.0  176.0  69.5  0.0  \n",
       "473  7042.0  177.0  76.0  0.0  \n",
       "474  5755.0  181.0  65.0  0.0  \n",
       "475  5688.0  172.0  51.7  0.0  \n",
       "476     0.0    0.0   0.0  0.0  \n",
       "\n",
       "[477 rows x 14 columns]"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def sorce_run_male(x):\n",
    "    if 4540 < x:\n",
    "        s = 100\n",
    "    elif 4420 < x :\n",
    "        s = 95\n",
    "    elif 4300 < x :\n",
    "        s = 90\n",
    "    elif 4050 < x :\n",
    "        s = 85\n",
    "    elif 3800 < x :\n",
    "        s = 80\n",
    "    elif 3680 < x :\n",
    "        s = 78\n",
    "    elif 3560 < x :\n",
    "        s = 76\n",
    "    elif 3440 < x :\n",
    "        s = 74\n",
    "    elif 3320 < x :\n",
    "        s = 72\n",
    "    elif 3200 < x :\n",
    "        s = 70\n",
    "    elif 3080 < x :\n",
    "        s = 68\n",
    "    elif 2960 < x :\n",
    "        s = 66\n",
    "    elif 2840 < x :\n",
    "        s = 64\n",
    "    elif 2720 < x :\n",
    "        s = 62\n",
    "    elif 2600 < x :\n",
    "        s = 60\n",
    "    elif 2470 < x :\n",
    "        s = 50\n",
    "    elif 2340 < x :\n",
    "        s = 40\n",
    "    elif 2340 < x :\n",
    "        s = 30\n",
    "    elif 2210 < x :\n",
    "        s = 20\n",
    "    else:\n",
    "        s = 10\n",
    "    return s\n",
    "male_student_score.insert(\n",
    "    loc = 7,\n",
    "    column = '男肺活量分数',\n",
    "    value = male_student_score['男肺活量'].map(sorce_run_male)\n",
    ")\n",
    "male_student_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "0      200\n1      214\n2      224\n3      242\n4      237\n5      234\n6      234\n7      250\n8      232\n9      252\n10     232\n11     247\n12     183\n13     263\n14     210\n15     241\n16     227\n17     285\n18     240\n19     252\n20     230\n21     254\n22     275\n23     254\n24     214\n25     222\n26     224\n27     249\n28     239\n29     216\n      ... \n447    240\n448    252\n449    265\n450    248\n451    230\n452    250\n453    236\n454    210\n455    246\n456    242\n457    229\n458    258\n459    238\n460    234\n461    257\n462    252\n463    263\n464    194\n465    250\n466    230\n467    254\n468    210\n469    250\n470    258\n471    211\n472    240\n473    190\n474    278\n475    238\n476    210\nName: 总分数, Length: 477, dtype: int64",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-94-096e4ef0a5c5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[0mmale_student_score\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'总分数'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmale_student_score\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mlambda\u001b[0m \u001b[0mx\u001b[0m \u001b[1;33m:\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'男肺活量分数'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'男1000米跑分数'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'男50米跑分数'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mmale_student_score\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mby\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmale_student_score\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'总分数'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mascending\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mc:\\python3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36msort_values\u001b[1;34m(self, by, axis, ascending, inplace, kind, na_position)\u001b[0m\n\u001b[0;32m   4419\u001b[0m             \u001b[0mby\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mby\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4420\u001b[0m             k = self._get_label_or_level_values(by, axis=axis,\n\u001b[1;32m-> 4421\u001b[1;33m                                                 stacklevel=stacklevel)\n\u001b[0m\u001b[0;32m   4422\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4423\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mascending\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mtuple\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlist\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mc:\\python3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_get_label_or_level_values\u001b[1;34m(self, key, axis, stacklevel)\u001b[0m\n\u001b[0;32m   1380\u001b[0m             \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0maxes\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_level_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_values\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1381\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1382\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1383\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1384\u001b[0m         \u001b[1;31m# Check for duplicates\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 0      200\n1      214\n2      224\n3      242\n4      237\n5      234\n6      234\n7      250\n8      232\n9      252\n10     232\n11     247\n12     183\n13     263\n14     210\n15     241\n16     227\n17     285\n18     240\n19     252\n20     230\n21     254\n22     275\n23     254\n24     214\n25     222\n26     224\n27     249\n28     239\n29     216\n      ... \n447    240\n448    252\n449    265\n450    248\n451    230\n452    250\n453    236\n454    210\n455    246\n456    242\n457    229\n458    258\n459    238\n460    234\n461    257\n462    252\n463    263\n464    194\n465    250\n466    230\n467    254\n468    210\n469    250\n470    258\n471    211\n472    240\n473    190\n474    278\n475    238\n476    210\nName: 总分数, Length: 477, dtype: int64"
     ]
    }
   ],
   "source": [
    "male_student_score['总分数'] = male_student_score.apply(lambda x :x['男肺活量分数']+x['男1000米跑分数']+x['男50米跑分数'],axis=1)\n",
    "male_student_score.sort_values(by=male_student_score['总分数'],ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男1000米跑分数</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男50米跑分数</th>\n",
       "      <th>男跳远</th>\n",
       "      <th>男肺活量分数</th>\n",
       "      <th>男体前屈</th>\n",
       "      <th>男引体</th>\n",
       "      <th>男肺活量</th>\n",
       "      <th>身高</th>\n",
       "      <th>体重</th>\n",
       "      <th>BMI</th>\n",
       "      <th>总分数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>72</td>\n",
       "      <td>8.88</td>\n",
       "      <td>66</td>\n",
       "      <td>195.0</td>\n",
       "      <td>62</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2785.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>72.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>70</td>\n",
       "      <td>7.70</td>\n",
       "      <td>76</td>\n",
       "      <td>225.0</td>\n",
       "      <td>68</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3133.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>52.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>74</td>\n",
       "      <td>8.45</td>\n",
       "      <td>70</td>\n",
       "      <td>218.0</td>\n",
       "      <td>80</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3901.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>46.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.35</td>\n",
       "      <td>68</td>\n",
       "      <td>8.05</td>\n",
       "      <td>74</td>\n",
       "      <td>206.0</td>\n",
       "      <td>100</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4946.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>79.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>85</td>\n",
       "      <td>7.52</td>\n",
       "      <td>78</td>\n",
       "      <td>210.0</td>\n",
       "      <td>74</td>\n",
       "      <td>13.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3538.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>54.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>80</td>\n",
       "      <td>7.94</td>\n",
       "      <td>74</td>\n",
       "      <td>190.0</td>\n",
       "      <td>80</td>\n",
       "      <td>20.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3970.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>80</td>\n",
       "      <td>7.75</td>\n",
       "      <td>76</td>\n",
       "      <td>186.0</td>\n",
       "      <td>78</td>\n",
       "      <td>11.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3710.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>76</td>\n",
       "      <td>8.06</td>\n",
       "      <td>74</td>\n",
       "      <td>195.0</td>\n",
       "      <td>100</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5578.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>83.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.02</td>\n",
       "      <td>76</td>\n",
       "      <td>7.75</td>\n",
       "      <td>76</td>\n",
       "      <td>220.0</td>\n",
       "      <td>80</td>\n",
       "      <td>15.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3821.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.20</td>\n",
       "      <td>72</td>\n",
       "      <td>7.38</td>\n",
       "      <td>85</td>\n",
       "      <td>245.0</td>\n",
       "      <td>95</td>\n",
       "      <td>17.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4423.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>53.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.00</td>\n",
       "      <td>76</td>\n",
       "      <td>7.82</td>\n",
       "      <td>76</td>\n",
       "      <td>219.0</td>\n",
       "      <td>80</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4031.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>57.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>72</td>\n",
       "      <td>7.37</td>\n",
       "      <td>85</td>\n",
       "      <td>228.0</td>\n",
       "      <td>90</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4354.0</td>\n",
       "      <td>163.0</td>\n",
       "      <td>54.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.75</td>\n",
       "      <td>85</td>\n",
       "      <td>7.66</td>\n",
       "      <td>78</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2238.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.77</td>\n",
       "      <td>85</td>\n",
       "      <td>7.66</td>\n",
       "      <td>78</td>\n",
       "      <td>245.0</td>\n",
       "      <td>100</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4811.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>63.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>78</td>\n",
       "      <td>7.60</td>\n",
       "      <td>78</td>\n",
       "      <td>192.0</td>\n",
       "      <td>85</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4147.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>59.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.30</td>\n",
       "      <td>70</td>\n",
       "      <td>8.14</td>\n",
       "      <td>72</td>\n",
       "      <td>210.0</td>\n",
       "      <td>85</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4241.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>61.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.53</td>\n",
       "      <td>95</td>\n",
       "      <td>7.20</td>\n",
       "      <td>90</td>\n",
       "      <td>255.0</td>\n",
       "      <td>100</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5324.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>63.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.93</td>\n",
       "      <td>78</td>\n",
       "      <td>8.15</td>\n",
       "      <td>72</td>\n",
       "      <td>207.0</td>\n",
       "      <td>90</td>\n",
       "      <td>13.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4363.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>60.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.78</td>\n",
       "      <td>80</td>\n",
       "      <td>8.15</td>\n",
       "      <td>72</td>\n",
       "      <td>202.0</td>\n",
       "      <td>100</td>\n",
       "      <td>13.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>5364.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.88</td>\n",
       "      <td>80</td>\n",
       "      <td>7.85</td>\n",
       "      <td>76</td>\n",
       "      <td>210.0</td>\n",
       "      <td>74</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3445.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>56.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>78</td>\n",
       "      <td>7.85</td>\n",
       "      <td>76</td>\n",
       "      <td>220.0</td>\n",
       "      <td>100</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5670.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>55.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.70</td>\n",
       "      <td>85</td>\n",
       "      <td>7.23</td>\n",
       "      <td>90</td>\n",
       "      <td>212.0</td>\n",
       "      <td>100</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5709.0</td>\n",
       "      <td>185.0</td>\n",
       "      <td>72.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.05</td>\n",
       "      <td>76</td>\n",
       "      <td>7.68</td>\n",
       "      <td>78</td>\n",
       "      <td>218.0</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4780.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>83.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.23</td>\n",
       "      <td>72</td>\n",
       "      <td>8.30</td>\n",
       "      <td>70</td>\n",
       "      <td>206.0</td>\n",
       "      <td>72</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3358.0</td>\n",
       "      <td>173.0</td>\n",
       "      <td>46.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>76</td>\n",
       "      <td>8.15</td>\n",
       "      <td>72</td>\n",
       "      <td>205.0</td>\n",
       "      <td>74</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3494.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>48.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>76</td>\n",
       "      <td>7.55</td>\n",
       "      <td>78</td>\n",
       "      <td>190.0</td>\n",
       "      <td>70</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3286.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>50.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>7.55</td>\n",
       "      <td>78</td>\n",
       "      <td>240.0</td>\n",
       "      <td>95</td>\n",
       "      <td>5.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4483.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>58.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.95</td>\n",
       "      <td>78</td>\n",
       "      <td>7.89</td>\n",
       "      <td>76</td>\n",
       "      <td>220.0</td>\n",
       "      <td>85</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4254.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>54.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>70</td>\n",
       "      <td>8.19</td>\n",
       "      <td>72</td>\n",
       "      <td>212.0</td>\n",
       "      <td>74</td>\n",
       "      <td>27.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3498.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.25</td>\n",
       "      <td>70</td>\n",
       "      <td>8.36</td>\n",
       "      <td>70</td>\n",
       "      <td>217.0</td>\n",
       "      <td>100</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5452.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>83.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>62</td>\n",
       "      <td>7.22</td>\n",
       "      <td>90</td>\n",
       "      <td>267.0</td>\n",
       "      <td>100</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5555.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.80</td>\n",
       "      <td>80</td>\n",
       "      <td>7.37</td>\n",
       "      <td>85</td>\n",
       "      <td>225.0</td>\n",
       "      <td>100</td>\n",
       "      <td>17.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5519.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>62.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.97</td>\n",
       "      <td>78</td>\n",
       "      <td>7.37</td>\n",
       "      <td>85</td>\n",
       "      <td>236.0</td>\n",
       "      <td>85</td>\n",
       "      <td>12.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4246.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>60.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>8.00</td>\n",
       "      <td>74</td>\n",
       "      <td>210.0</td>\n",
       "      <td>80</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4034.0</td>\n",
       "      <td>167.0</td>\n",
       "      <td>56.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>8.00</td>\n",
       "      <td>74</td>\n",
       "      <td>196.0</td>\n",
       "      <td>100</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5738.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>66.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.63</td>\n",
       "      <td>62</td>\n",
       "      <td>8.09</td>\n",
       "      <td>74</td>\n",
       "      <td>223.0</td>\n",
       "      <td>100</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5168.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.03</td>\n",
       "      <td>76</td>\n",
       "      <td>8.37</td>\n",
       "      <td>70</td>\n",
       "      <td>208.0</td>\n",
       "      <td>100</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5677.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>63.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.43</td>\n",
       "      <td>66</td>\n",
       "      <td>7.89</td>\n",
       "      <td>76</td>\n",
       "      <td>232.0</td>\n",
       "      <td>100</td>\n",
       "      <td>21.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>7052.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>82.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.15</td>\n",
       "      <td>74</td>\n",
       "      <td>8.46</td>\n",
       "      <td>70</td>\n",
       "      <td>205.0</td>\n",
       "      <td>85</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4208.0</td>\n",
       "      <td>171.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.82</td>\n",
       "      <td>80</td>\n",
       "      <td>7.66</td>\n",
       "      <td>78</td>\n",
       "      <td>232.0</td>\n",
       "      <td>100</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5897.0</td>\n",
       "      <td>175.0</td>\n",
       "      <td>56.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>62</td>\n",
       "      <td>7.77</td>\n",
       "      <td>76</td>\n",
       "      <td>236.0</td>\n",
       "      <td>100</td>\n",
       "      <td>11.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>5158.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>55.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.62</td>\n",
       "      <td>62</td>\n",
       "      <td>8.27</td>\n",
       "      <td>72</td>\n",
       "      <td>208.0</td>\n",
       "      <td>100</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6311.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>95.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.73</td>\n",
       "      <td>85</td>\n",
       "      <td>8.27</td>\n",
       "      <td>72</td>\n",
       "      <td>217.0</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5075.0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>57.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.92</td>\n",
       "      <td>78</td>\n",
       "      <td>7.98</td>\n",
       "      <td>74</td>\n",
       "      <td>212.0</td>\n",
       "      <td>100</td>\n",
       "      <td>20.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5564.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>54.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.68</td>\n",
       "      <td>85</td>\n",
       "      <td>7.57</td>\n",
       "      <td>78</td>\n",
       "      <td>225.0</td>\n",
       "      <td>100</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5599.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>74.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.48</td>\n",
       "      <td>30</td>\n",
       "      <td>9.02</td>\n",
       "      <td>64</td>\n",
       "      <td>210.0</td>\n",
       "      <td>100</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6712.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>95.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.18</td>\n",
       "      <td>72</td>\n",
       "      <td>7.51</td>\n",
       "      <td>78</td>\n",
       "      <td>238.0</td>\n",
       "      <td>100</td>\n",
       "      <td>21.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5590.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>67.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.93</td>\n",
       "      <td>50</td>\n",
       "      <td>7.42</td>\n",
       "      <td>80</td>\n",
       "      <td>252.0</td>\n",
       "      <td>100</td>\n",
       "      <td>9.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5159.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>80</td>\n",
       "      <td>7.96</td>\n",
       "      <td>74</td>\n",
       "      <td>229.0</td>\n",
       "      <td>100</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5254.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>64.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.07</td>\n",
       "      <td>76</td>\n",
       "      <td>8.02</td>\n",
       "      <td>74</td>\n",
       "      <td>180.0</td>\n",
       "      <td>100</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4592.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>64.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>80</td>\n",
       "      <td>7.51</td>\n",
       "      <td>78</td>\n",
       "      <td>238.0</td>\n",
       "      <td>100</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5572.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>59.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.97</td>\n",
       "      <td>50</td>\n",
       "      <td>8.76</td>\n",
       "      <td>66</td>\n",
       "      <td>200.0</td>\n",
       "      <td>95</td>\n",
       "      <td>12.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4533.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>51.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.38</td>\n",
       "      <td>68</td>\n",
       "      <td>8.27</td>\n",
       "      <td>72</td>\n",
       "      <td>208.0</td>\n",
       "      <td>100</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4647.0</td>\n",
       "      <td>176.0</td>\n",
       "      <td>69.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.32</td>\n",
       "      <td>40</td>\n",
       "      <td>9.55</td>\n",
       "      <td>50</td>\n",
       "      <td>210.0</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7042.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.42</td>\n",
       "      <td>100</td>\n",
       "      <td>7.50</td>\n",
       "      <td>78</td>\n",
       "      <td>252.0</td>\n",
       "      <td>100</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5755.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>4.65</td>\n",
       "      <td>62</td>\n",
       "      <td>7.81</td>\n",
       "      <td>76</td>\n",
       "      <td>208.0</td>\n",
       "      <td>100</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>5688.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>51.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男1000米跑分数  男50米跑  男50米跑分数    男跳远  男肺活量分数  男体前屈   男引体  \\\n",
       "0     1  男     4.22         72   8.88       66  195.0      62  12.0   1.0   \n",
       "1     1  男     4.27         70   7.70       76  225.0      68  11.0   7.0   \n",
       "2     1  男     4.15         74   8.45       70  218.0      80  14.0   1.0   \n",
       "3     1  男     4.35         68   8.05       74  206.0     100  13.0   1.0   \n",
       "4     1  男     3.73         85   7.52       78  210.0      74  13.0   9.0   \n",
       "5     1  男     3.82         80   7.94       74  190.0      80  20.0   7.0   \n",
       "6     1  男     3.90         80   7.75       76  186.0      78  11.0   7.0   \n",
       "7     1  男     4.05         76   8.06       74  195.0     100   3.0   1.0   \n",
       "8     1  男     4.02         76   7.75       76  220.0      80  15.0  10.0   \n",
       "9     1  男     4.20         72   7.38       85  245.0      95  17.0  11.0   \n",
       "10    1  男     4.00         76   7.82       76  219.0      80  13.0  11.0   \n",
       "11    1  男     4.22         72   7.37       85  228.0      90   9.0  15.0   \n",
       "12    1  男     3.75         85   7.66       78  202.0      20   7.0   3.0   \n",
       "13    1  男     3.77         85   7.66       78  245.0     100   3.0   7.0   \n",
       "14    1  男     0.00        100   0.00      100    0.0      10   0.0   0.0   \n",
       "15    1  男     3.95         78   7.60       78  192.0      85   7.0   5.0   \n",
       "16    1  男     4.30         70   8.14       72  210.0      85   8.0   4.0   \n",
       "17    1  男     3.53         95   7.20       90  255.0     100  22.0  12.0   \n",
       "18    1  男     3.93         78   8.15       72  207.0      90  13.0  12.0   \n",
       "19    1  男     3.78         80   8.15       72  202.0     100  13.0  16.0   \n",
       "20    1  男     3.88         80   7.85       76  210.0      74   3.0   7.0   \n",
       "21    1  男     3.95         78   7.85       76  220.0     100   9.0   2.0   \n",
       "22    1  男     3.70         85   7.23       90  212.0     100  12.0  15.0   \n",
       "23    1  男     4.05         76   7.68       78  218.0     100  15.0   3.0   \n",
       "24    1  男     4.23         72   8.30       70  206.0      72  15.0   1.0   \n",
       "25    1  男     4.07         76   8.15       72  205.0      74   9.0   5.0   \n",
       "26    1  男     4.07         76   7.55       78  190.0      70  12.0   5.0   \n",
       "27    1  男     4.03         76   7.55       78  240.0      95   5.0  12.0   \n",
       "28    1  男     3.95         78   7.89       76  220.0      85   9.0  11.0   \n",
       "29    1  男     4.27         70   8.19       72  212.0      74  27.0   7.0   \n",
       "..   .. ..      ...        ...    ...      ...    ...     ...   ...   ...   \n",
       "447  17  男     4.25         70   8.36       70  217.0     100  20.0   2.0   \n",
       "448  17  男     4.60         62   7.22       90  267.0     100   6.0  11.0   \n",
       "449  17  男     3.80         80   7.37       85  225.0     100  17.0  12.0   \n",
       "450  17  男     3.97         78   7.37       85  236.0      85  12.0  11.0   \n",
       "451  17  男     4.03         76   8.00       74  210.0      80  18.0   7.0   \n",
       "452  17  男     4.03         76   8.00       74  196.0     100  12.0   4.0   \n",
       "453  17  男     4.63         62   8.09       74  223.0     100  21.0   8.0   \n",
       "454  17  男     0.00        100   0.00      100    0.0      10   0.0   0.0   \n",
       "455  17  男     4.03         76   8.37       70  208.0     100  21.0   8.0   \n",
       "456  17  男     4.43         66   7.89       76  232.0     100  21.0   8.0   \n",
       "457  17  男     4.15         74   8.46       70  205.0      85  15.0   7.0   \n",
       "458  17  男     3.82         80   7.66       78  232.0     100  11.0  10.0   \n",
       "459  17  男     4.60         62   7.77       76  236.0     100  11.0  20.0   \n",
       "460  17  男     4.62         62   8.27       72  208.0     100  17.0   1.0   \n",
       "461  17  男     3.73         85   8.27       72  217.0     100  15.0   7.0   \n",
       "462  17  男     3.92         78   7.98       74  212.0     100  20.0  10.0   \n",
       "463  17  男     3.68         85   7.57       78  225.0     100   9.0   5.0   \n",
       "464  17  男     5.48         30   9.02       64  210.0     100  12.0   0.0   \n",
       "465  17  男     4.18         72   7.51       78  238.0     100  21.0  14.0   \n",
       "466  17  男     4.93         50   7.42       80  252.0     100   9.0  13.0   \n",
       "467  17  男     3.90         80   7.96       74  229.0     100  14.0   9.0   \n",
       "468  17  男     0.00        100   0.00      100    0.0      10   0.0   0.0   \n",
       "469  17  男     4.07         76   8.02       74  180.0     100   8.0   1.0   \n",
       "470  17  男     3.90         80   7.51       78  238.0     100  13.0  11.0   \n",
       "471  17  男     4.97         50   8.76       66  200.0      95  12.0   9.0   \n",
       "472  17  男     4.38         68   8.27       72  208.0     100  10.0   0.0   \n",
       "473  17  男     5.32         40   9.55       50  210.0     100  15.0   6.0   \n",
       "474  17  男     3.42        100   7.50       78  252.0     100  13.0  13.0   \n",
       "475  17  男     4.65         62   7.81       76  208.0     100  14.0  11.0   \n",
       "476  17  男     0.00        100   0.00      100    0.0      10   0.0   0.0   \n",
       "\n",
       "       男肺活量     身高    体重  BMI  总分数  \n",
       "0    2785.0  170.0  72.6  0.0  200  \n",
       "1    3133.0  174.0  52.7  0.0  214  \n",
       "2    3901.0  169.0  46.5  0.0  224  \n",
       "3    4946.0  183.0  79.7  0.0  242  \n",
       "4    3538.0  171.0  54.7  0.0  237  \n",
       "5    3970.0  175.0  66.4  0.0  234  \n",
       "6    3710.0  173.0  53.9  0.0  234  \n",
       "7    5578.0  178.0  83.1  0.0  250  \n",
       "8    3821.0  175.0  66.5  0.0  232  \n",
       "9    4423.0  167.0  53.9  0.0  252  \n",
       "10   4031.0  173.0  57.4  0.0  232  \n",
       "11   4354.0  163.0  54.6  0.0  247  \n",
       "12   2238.0  179.0  61.1  0.0  183  \n",
       "13   4811.0  177.0  63.9  0.0  263  \n",
       "14      0.0    0.0   0.0  0.0  210  \n",
       "15   4147.0  174.0  59.2  0.0  241  \n",
       "16   4241.0  179.0  61.9  0.0  227  \n",
       "17   5324.0  183.0  63.4  0.0  285  \n",
       "18   4363.0  173.0  60.5  0.0  240  \n",
       "19   5364.0  174.0  56.0  0.0  252  \n",
       "20   3445.0  177.0  56.9  0.0  230  \n",
       "21   5670.0  177.0  55.5  0.0  254  \n",
       "22   5709.0  185.0  72.3  0.0  275  \n",
       "23   4780.0  177.0  83.7  0.0  254  \n",
       "24   3358.0  173.0  46.6  0.0  214  \n",
       "25   3494.0  169.0  48.3  0.0  222  \n",
       "26   3286.0  169.0  50.1  0.0  224  \n",
       "27   4483.0  171.0  58.4  0.0  249  \n",
       "28   4254.0  166.0  54.8  0.0  239  \n",
       "29   3498.0  169.0  68.0  0.0  216  \n",
       "..      ...    ...   ...  ...  ...  \n",
       "447  5452.0  175.0  83.4  0.0  240  \n",
       "448  5555.0  179.0  62.2  0.0  252  \n",
       "449  5519.0  176.0  62.2  0.0  265  \n",
       "450  4246.0  169.0  60.1  0.0  248  \n",
       "451  4034.0  167.0  56.8  0.0  230  \n",
       "452  5738.0  172.0  66.5  0.0  250  \n",
       "453  5168.0  169.0  78.0  0.0  236  \n",
       "454     0.0    0.0   0.0  0.0  210  \n",
       "455  5677.0  172.0  63.7  0.0  246  \n",
       "456  7052.0  180.0  82.9  0.0  242  \n",
       "457  4208.0  171.0  61.0  0.0  229  \n",
       "458  5897.0  175.0  56.1  0.0  258  \n",
       "459  5158.0  176.0  55.2  0.0  238  \n",
       "460  6311.0  177.0  95.6  0.0  234  \n",
       "461  5075.0  170.0  57.6  0.0  257  \n",
       "462  5564.0  168.0  54.5  0.0  252  \n",
       "463  5599.0  181.0  74.8  0.0  263  \n",
       "464  6712.0  183.0  95.9  0.0  194  \n",
       "465  5590.0  179.0  67.7  0.0  250  \n",
       "466  5159.0  180.0  70.0  0.0  230  \n",
       "467  5254.0  182.0  64.1  0.0  254  \n",
       "468     0.0    0.0   0.0  0.0  210  \n",
       "469  4592.0  187.0  64.6  0.0  250  \n",
       "470  5572.0  176.0  59.5  0.0  258  \n",
       "471  4533.0  169.0  51.3  0.0  211  \n",
       "472  4647.0  176.0  69.5  0.0  240  \n",
       "473  7042.0  177.0  76.0  0.0  190  \n",
       "474  5755.0  181.0  65.0  0.0  278  \n",
       "475  5688.0  172.0  51.7  0.0  238  \n",
       "476     0.0    0.0   0.0  0.0  210  \n",
       "\n",
       "[477 rows x 15 columns]"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>班级</th>\n",
       "      <th>性别</th>\n",
       "      <th>男1000米跑</th>\n",
       "      <th>男1000米跑分数</th>\n",
       "      <th>男50米跑</th>\n",
       "      <th>男50米跑分数</th>\n",
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       "      <th>男体前屈</th>\n",
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       "      <th>男肺活量</th>\n",
       "      <th>身高</th>\n",
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       "      <th>BMI</th>\n",
       "      <th>总分数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>16</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>4600.0</td>\n",
       "      <td>163.000000</td>\n",
       "      <td>60.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>300</td>\n",
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       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>5</td>\n",
       "      <td>男</td>\n",
       "      <td>3.32</td>\n",
       "      <td>100</td>\n",
       "      <td>1.05</td>\n",
       "      <td>100</td>\n",
       "      <td>257.0</td>\n",
       "      <td>100</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4790.0</td>\n",
       "      <td>181.000000</td>\n",
       "      <td>75.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>9</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>225.0</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5561.0</td>\n",
       "      <td>184.000000</td>\n",
       "      <td>77.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>10</td>\n",
       "      <td>男</td>\n",
       "      <td>3.35</td>\n",
       "      <td>100</td>\n",
       "      <td>7.16</td>\n",
       "      <td>95</td>\n",
       "      <td>242.0</td>\n",
       "      <td>100</td>\n",
       "      <td>9.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4670.0</td>\n",
       "      <td>178.000000</td>\n",
       "      <td>56.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>14</td>\n",
       "      <td>男</td>\n",
       "      <td>3.08</td>\n",
       "      <td>100</td>\n",
       "      <td>7.19</td>\n",
       "      <td>95</td>\n",
       "      <td>215.0</td>\n",
       "      <td>100</td>\n",
       "      <td>18.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5585.0</td>\n",
       "      <td>174.000000</td>\n",
       "      <td>60.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>9</td>\n",
       "      <td>男</td>\n",
       "      <td>3.48</td>\n",
       "      <td>100</td>\n",
       "      <td>7.16</td>\n",
       "      <td>95</td>\n",
       "      <td>260.0</td>\n",
       "      <td>100</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4681.0</td>\n",
       "      <td>183.000000</td>\n",
       "      <td>78.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>4</td>\n",
       "      <td>男</td>\n",
       "      <td>3.23</td>\n",
       "      <td>100</td>\n",
       "      <td>6.97</td>\n",
       "      <td>100</td>\n",
       "      <td>265.0</td>\n",
       "      <td>95</td>\n",
       "      <td>15.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4493.0</td>\n",
       "      <td>176.000000</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>3</td>\n",
       "      <td>男</td>\n",
       "      <td>3.72</td>\n",
       "      <td>85</td>\n",
       "      <td>6.89</td>\n",
       "      <td>100</td>\n",
       "      <td>276.0</td>\n",
       "      <td>100</td>\n",
       "      <td>16.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5212.0</td>\n",
       "      <td>184.000003</td>\n",
       "      <td>73.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>4</td>\n",
       "      <td>男</td>\n",
       "      <td>3.28</td>\n",
       "      <td>100</td>\n",
       "      <td>7.38</td>\n",
       "      <td>85</td>\n",
       "      <td>230.0</td>\n",
       "      <td>100</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5152.0</td>\n",
       "      <td>179.000000</td>\n",
       "      <td>71.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.53</td>\n",
       "      <td>95</td>\n",
       "      <td>7.20</td>\n",
       "      <td>90</td>\n",
       "      <td>255.0</td>\n",
       "      <td>100</td>\n",
       "      <td>22.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>5324.0</td>\n",
       "      <td>183.000000</td>\n",
       "      <td>63.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>5</td>\n",
       "      <td>男</td>\n",
       "      <td>3.07</td>\n",
       "      <td>100</td>\n",
       "      <td>6.65</td>\n",
       "      <td>100</td>\n",
       "      <td>220.0</td>\n",
       "      <td>85</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>4159.0</td>\n",
       "      <td>172.000000</td>\n",
       "      <td>59.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>13</td>\n",
       "      <td>男</td>\n",
       "      <td>3.77</td>\n",
       "      <td>85</td>\n",
       "      <td>7.04</td>\n",
       "      <td>100</td>\n",
       "      <td>252.0</td>\n",
       "      <td>100</td>\n",
       "      <td>22.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5721.0</td>\n",
       "      <td>174.000000</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>11</td>\n",
       "      <td>男</td>\n",
       "      <td>3.57</td>\n",
       "      <td>95</td>\n",
       "      <td>7.37</td>\n",
       "      <td>85</td>\n",
       "      <td>232.0</td>\n",
       "      <td>100</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4622.0</td>\n",
       "      <td>174.000000</td>\n",
       "      <td>64.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>11</td>\n",
       "      <td>男</td>\n",
       "      <td>3.57</td>\n",
       "      <td>95</td>\n",
       "      <td>7.23</td>\n",
       "      <td>90</td>\n",
       "      <td>240.0</td>\n",
       "      <td>95</td>\n",
       "      <td>12.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4467.0</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>65.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>10</td>\n",
       "      <td>男</td>\n",
       "      <td>3.37</td>\n",
       "      <td>100</td>\n",
       "      <td>7.40</td>\n",
       "      <td>80</td>\n",
       "      <td>250.0</td>\n",
       "      <td>100</td>\n",
       "      <td>2.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4849.0</td>\n",
       "      <td>183.000000</td>\n",
       "      <td>64.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>3</td>\n",
       "      <td>男</td>\n",
       "      <td>3.90</td>\n",
       "      <td>80</td>\n",
       "      <td>6.91</td>\n",
       "      <td>100</td>\n",
       "      <td>262.0</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4970.0</td>\n",
       "      <td>174.000001</td>\n",
       "      <td>79.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>16</td>\n",
       "      <td>男</td>\n",
       "      <td>3.07</td>\n",
       "      <td>100</td>\n",
       "      <td>7.40</td>\n",
       "      <td>80</td>\n",
       "      <td>239.0</td>\n",
       "      <td>100</td>\n",
       "      <td>14.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4817.0</td>\n",
       "      <td>169.000000</td>\n",
       "      <td>65.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>5</td>\n",
       "      <td>男</td>\n",
       "      <td>3.55</td>\n",
       "      <td>95</td>\n",
       "      <td>7.37</td>\n",
       "      <td>85</td>\n",
       "      <td>250.0</td>\n",
       "      <td>100</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5410.0</td>\n",
       "      <td>196.000000</td>\n",
       "      <td>69.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>5</td>\n",
       "      <td>男</td>\n",
       "      <td>3.02</td>\n",
       "      <td>100</td>\n",
       "      <td>7.01</td>\n",
       "      <td>100</td>\n",
       "      <td>225.0</td>\n",
       "      <td>80</td>\n",
       "      <td>15.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3951.0</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>71.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.42</td>\n",
       "      <td>100</td>\n",
       "      <td>7.50</td>\n",
       "      <td>78</td>\n",
       "      <td>252.0</td>\n",
       "      <td>100</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>5755.0</td>\n",
       "      <td>181.000000</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>3</td>\n",
       "      <td>男</td>\n",
       "      <td>3.93</td>\n",
       "      <td>78</td>\n",
       "      <td>6.72</td>\n",
       "      <td>100</td>\n",
       "      <td>260.0</td>\n",
       "      <td>100</td>\n",
       "      <td>4.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>4689.0</td>\n",
       "      <td>173.000002</td>\n",
       "      <td>50.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>5</td>\n",
       "      <td>男</td>\n",
       "      <td>3.45</td>\n",
       "      <td>100</td>\n",
       "      <td>7.50</td>\n",
       "      <td>78</td>\n",
       "      <td>238.0</td>\n",
       "      <td>100</td>\n",
       "      <td>19.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5172.0</td>\n",
       "      <td>182.000000</td>\n",
       "      <td>65.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>16</td>\n",
       "      <td>男</td>\n",
       "      <td>3.40</td>\n",
       "      <td>100</td>\n",
       "      <td>7.84</td>\n",
       "      <td>76</td>\n",
       "      <td>220.0</td>\n",
       "      <td>100</td>\n",
       "      <td>12.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5531.0</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>77.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>14</td>\n",
       "      <td>男</td>\n",
       "      <td>3.08</td>\n",
       "      <td>100</td>\n",
       "      <td>7.81</td>\n",
       "      <td>76</td>\n",
       "      <td>220.0</td>\n",
       "      <td>100</td>\n",
       "      <td>25.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5154.0</td>\n",
       "      <td>192.000000</td>\n",
       "      <td>62.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>9</td>\n",
       "      <td>男</td>\n",
       "      <td>3.47</td>\n",
       "      <td>100</td>\n",
       "      <td>7.14</td>\n",
       "      <td>95</td>\n",
       "      <td>227.0</td>\n",
       "      <td>80</td>\n",
       "      <td>8.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3969.0</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>59.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.70</td>\n",
       "      <td>85</td>\n",
       "      <td>7.23</td>\n",
       "      <td>90</td>\n",
       "      <td>212.0</td>\n",
       "      <td>100</td>\n",
       "      <td>12.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5709.0</td>\n",
       "      <td>185.000000</td>\n",
       "      <td>72.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>3</td>\n",
       "      <td>男</td>\n",
       "      <td>3.68</td>\n",
       "      <td>85</td>\n",
       "      <td>7.20</td>\n",
       "      <td>90</td>\n",
       "      <td>250.0</td>\n",
       "      <td>100</td>\n",
       "      <td>10.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>4659.0</td>\n",
       "      <td>178.999996</td>\n",
       "      <td>77.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>3</td>\n",
       "      <td>男</td>\n",
       "      <td>3.87</td>\n",
       "      <td>80</td>\n",
       "      <td>7.12</td>\n",
       "      <td>95</td>\n",
       "      <td>250.0</td>\n",
       "      <td>100</td>\n",
       "      <td>20.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5410.0</td>\n",
       "      <td>175.000000</td>\n",
       "      <td>79.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>12</td>\n",
       "      <td>男</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100</td>\n",
       "      <td>8.00</td>\n",
       "      <td>74</td>\n",
       "      <td>200.0</td>\n",
       "      <td>100</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4803.0</td>\n",
       "      <td>178.000000</td>\n",
       "      <td>70.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>3.08</td>\n",
       "      <td>100</td>\n",
       "      <td>8.08</td>\n",
       "      <td>74</td>\n",
       "      <td>200.0</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5143.0</td>\n",
       "      <td>177.000000</td>\n",
       "      <td>67.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>4.22</td>\n",
       "      <td>72</td>\n",
       "      <td>8.88</td>\n",
       "      <td>66</td>\n",
       "      <td>195.0</td>\n",
       "      <td>62</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2785.0</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>72.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>13</td>\n",
       "      <td>男</td>\n",
       "      <td>4.60</td>\n",
       "      <td>62</td>\n",
       "      <td>8.57</td>\n",
       "      <td>68</td>\n",
       "      <td>197.0</td>\n",
       "      <td>68</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3192.0</td>\n",
       "      <td>162.000000</td>\n",
       "      <td>49.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>10</td>\n",
       "      <td>男</td>\n",
       "      <td>4.32</td>\n",
       "      <td>70</td>\n",
       "      <td>8.77</td>\n",
       "      <td>66</td>\n",
       "      <td>195.0</td>\n",
       "      <td>62</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2784.0</td>\n",
       "      <td>174.000000</td>\n",
       "      <td>86.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>15</td>\n",
       "      <td>男</td>\n",
       "      <td>4.37</td>\n",
       "      <td>68</td>\n",
       "      <td>8.30</td>\n",
       "      <td>70</td>\n",
       "      <td>175.0</td>\n",
       "      <td>60</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2708.0</td>\n",
       "      <td>171.000000</td>\n",
       "      <td>89.8</td>\n",
       "      <td>0.0</td>\n",
       "      <td>198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>15</td>\n",
       "      <td>男</td>\n",
       "      <td>4.93</td>\n",
       "      <td>50</td>\n",
       "      <td>7.55</td>\n",
       "      <td>78</td>\n",
       "      <td>210.0</td>\n",
       "      <td>68</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3198.0</td>\n",
       "      <td>178.000000</td>\n",
       "      <td>59.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>9</td>\n",
       "      <td>男</td>\n",
       "      <td>4.57</td>\n",
       "      <td>64</td>\n",
       "      <td>9.38</td>\n",
       "      <td>60</td>\n",
       "      <td>200.0</td>\n",
       "      <td>72</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3424.0</td>\n",
       "      <td>180.000000</td>\n",
       "      <td>55.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>15</td>\n",
       "      <td>男</td>\n",
       "      <td>5.43</td>\n",
       "      <td>30</td>\n",
       "      <td>8.72</td>\n",
       "      <td>66</td>\n",
       "      <td>215.0</td>\n",
       "      <td>100</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4723.0</td>\n",
       "      <td>176.000000</td>\n",
       "      <td>45.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.48</td>\n",
       "      <td>30</td>\n",
       "      <td>9.02</td>\n",
       "      <td>64</td>\n",
       "      <td>210.0</td>\n",
       "      <td>100</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6712.0</td>\n",
       "      <td>183.000000</td>\n",
       "      <td>95.9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>10</td>\n",
       "      <td>男</td>\n",
       "      <td>4.35</td>\n",
       "      <td>68</td>\n",
       "      <td>9.32</td>\n",
       "      <td>60</td>\n",
       "      <td>195.0</td>\n",
       "      <td>66</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2976.0</td>\n",
       "      <td>168.000000</td>\n",
       "      <td>57.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>10</td>\n",
       "      <td>男</td>\n",
       "      <td>5.05</td>\n",
       "      <td>50</td>\n",
       "      <td>8.40</td>\n",
       "      <td>70</td>\n",
       "      <td>210.0</td>\n",
       "      <td>74</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3486.0</td>\n",
       "      <td>176.000000</td>\n",
       "      <td>59.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>9</td>\n",
       "      <td>男</td>\n",
       "      <td>5.55</td>\n",
       "      <td>30</td>\n",
       "      <td>8.50</td>\n",
       "      <td>68</td>\n",
       "      <td>205.0</td>\n",
       "      <td>95</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4432.0</td>\n",
       "      <td>175.000000</td>\n",
       "      <td>104.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>10</td>\n",
       "      <td>男</td>\n",
       "      <td>4.48</td>\n",
       "      <td>66</td>\n",
       "      <td>9.44</td>\n",
       "      <td>60</td>\n",
       "      <td>210.0</td>\n",
       "      <td>66</td>\n",
       "      <td>13.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2980.0</td>\n",
       "      <td>179.000000</td>\n",
       "      <td>56.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>10</td>\n",
       "      <td>男</td>\n",
       "      <td>5.10</td>\n",
       "      <td>40</td>\n",
       "      <td>7.63</td>\n",
       "      <td>78</td>\n",
       "      <td>215.0</td>\n",
       "      <td>74</td>\n",
       "      <td>18.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3516.0</td>\n",
       "      <td>164.000000</td>\n",
       "      <td>53.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>17</td>\n",
       "      <td>男</td>\n",
       "      <td>5.32</td>\n",
       "      <td>40</td>\n",
       "      <td>9.55</td>\n",
       "      <td>50</td>\n",
       "      <td>210.0</td>\n",
       "      <td>100</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>7042.0</td>\n",
       "      <td>177.000000</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>4</td>\n",
       "      <td>男</td>\n",
       "      <td>4.98</td>\n",
       "      <td>50</td>\n",
       "      <td>9.72</td>\n",
       "      <td>40</td>\n",
       "      <td>180.0</td>\n",
       "      <td>100</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5003.0</td>\n",
       "      <td>182.000000</td>\n",
       "      <td>94.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>4</td>\n",
       "      <td>男</td>\n",
       "      <td>3.25</td>\n",
       "      <td>100</td>\n",
       "      <td>7.44</td>\n",
       "      <td>80</td>\n",
       "      <td>212.0</td>\n",
       "      <td>10</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2014.0</td>\n",
       "      <td>172.000000</td>\n",
       "      <td>58.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>15</td>\n",
       "      <td>男</td>\n",
       "      <td>4.82</td>\n",
       "      <td>50</td>\n",
       "      <td>8.52</td>\n",
       "      <td>68</td>\n",
       "      <td>200.0</td>\n",
       "      <td>68</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3097.0</td>\n",
       "      <td>183.000000</td>\n",
       "      <td>103.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>13</td>\n",
       "      <td>男</td>\n",
       "      <td>4.63</td>\n",
       "      <td>62</td>\n",
       "      <td>9.09</td>\n",
       "      <td>64</td>\n",
       "      <td>198.0</td>\n",
       "      <td>60</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2662.0</td>\n",
       "      <td>158.000000</td>\n",
       "      <td>43.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>11</td>\n",
       "      <td>男</td>\n",
       "      <td>5.13</td>\n",
       "      <td>40</td>\n",
       "      <td>7.82</td>\n",
       "      <td>76</td>\n",
       "      <td>235.0</td>\n",
       "      <td>68</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3131.0</td>\n",
       "      <td>174.000000</td>\n",
       "      <td>50.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>9</td>\n",
       "      <td>男</td>\n",
       "      <td>5.05</td>\n",
       "      <td>50</td>\n",
       "      <td>9.31</td>\n",
       "      <td>60</td>\n",
       "      <td>196.0</td>\n",
       "      <td>74</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3505.0</td>\n",
       "      <td>165.000000</td>\n",
       "      <td>59.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>男</td>\n",
       "      <td>3.75</td>\n",
       "      <td>85</td>\n",
       "      <td>7.66</td>\n",
       "      <td>78</td>\n",
       "      <td>202.0</td>\n",
       "      <td>20</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2238.0</td>\n",
       "      <td>179.000000</td>\n",
       "      <td>61.1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>13</td>\n",
       "      <td>男</td>\n",
       "      <td>5.53</td>\n",
       "      <td>30</td>\n",
       "      <td>8.15</td>\n",
       "      <td>72</td>\n",
       "      <td>195.0</td>\n",
       "      <td>80</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3934.0</td>\n",
       "      <td>174.000000</td>\n",
       "      <td>75.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>15</td>\n",
       "      <td>男</td>\n",
       "      <td>5.78</td>\n",
       "      <td>20</td>\n",
       "      <td>9.17</td>\n",
       "      <td>62</td>\n",
       "      <td>180.0</td>\n",
       "      <td>100</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4637.0</td>\n",
       "      <td>170.000000</td>\n",
       "      <td>113.5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>13</td>\n",
       "      <td>男</td>\n",
       "      <td>5.53</td>\n",
       "      <td>30</td>\n",
       "      <td>7.54</td>\n",
       "      <td>78</td>\n",
       "      <td>225.0</td>\n",
       "      <td>74</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>3466.0</td>\n",
       "      <td>176.000000</td>\n",
       "      <td>53.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>8</td>\n",
       "      <td>男</td>\n",
       "      <td>4.42</td>\n",
       "      <td>66</td>\n",
       "      <td>10.02</td>\n",
       "      <td>30</td>\n",
       "      <td>206.0</td>\n",
       "      <td>85</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4182.0</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>88.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>9</td>\n",
       "      <td>男</td>\n",
       "      <td>4.27</td>\n",
       "      <td>70</td>\n",
       "      <td>8.58</td>\n",
       "      <td>68</td>\n",
       "      <td>214.0</td>\n",
       "      <td>40</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2448.0</td>\n",
       "      <td>178.000000</td>\n",
       "      <td>44.6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>13</td>\n",
       "      <td>男</td>\n",
       "      <td>4.23</td>\n",
       "      <td>72</td>\n",
       "      <td>7.76</td>\n",
       "      <td>76</td>\n",
       "      <td>226.0</td>\n",
       "      <td>20</td>\n",
       "      <td>11.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2307.0</td>\n",
       "      <td>173.000000</td>\n",
       "      <td>53.7</td>\n",
       "      <td>0.0</td>\n",
       "      <td>168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>5</td>\n",
       "      <td>男</td>\n",
       "      <td>4.08</td>\n",
       "      <td>74</td>\n",
       "      <td>7.98</td>\n",
       "      <td>74</td>\n",
       "      <td>180.0</td>\n",
       "      <td>10</td>\n",
       "      <td>7.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1072.0</td>\n",
       "      <td>166.000000</td>\n",
       "      <td>54.4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>15</td>\n",
       "      <td>男</td>\n",
       "      <td>5.47</td>\n",
       "      <td>30</td>\n",
       "      <td>9.77</td>\n",
       "      <td>40</td>\n",
       "      <td>175.0</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4015.0</td>\n",
       "      <td>167.000000</td>\n",
       "      <td>92.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>9</td>\n",
       "      <td>男</td>\n",
       "      <td>5.03</td>\n",
       "      <td>50</td>\n",
       "      <td>9.50</td>\n",
       "      <td>50</td>\n",
       "      <td>200.0</td>\n",
       "      <td>10</td>\n",
       "      <td>14.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1437.0</td>\n",
       "      <td>172.000000</td>\n",
       "      <td>70.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>110</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>477 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     班级 性别  男1000米跑  男1000米跑分数  男50米跑  男50米跑分数    男跳远  男肺活量分数  男体前屈   男引体  \\\n",
       "420  16  男     0.00        100   0.00      100    0.0     100  21.0   0.0   \n",
       "101   5  男     3.32        100   1.05      100  257.0     100  18.0   9.0   \n",
       "168   9  男     0.00        100   0.00      100  225.0     100  15.0   3.0   \n",
       "194  10  男     3.35        100   7.16       95  242.0     100   9.0  14.0   \n",
       "330  14  男     3.08        100   7.19       95  215.0     100  18.0  15.0   \n",
       "152   9  男     3.48        100   7.16       95  260.0     100  12.0   7.0   \n",
       "76    4  男     3.23        100   6.97      100  265.0      95  15.0  11.0   \n",
       "40    3  男     3.72         85   6.89      100  276.0     100  16.0  12.0   \n",
       "80    4  男     3.28        100   7.38       85  230.0     100  14.0   7.0   \n",
       "17    1  男     3.53         95   7.20       90  255.0     100  22.0  12.0   \n",
       "98    5  男     3.07        100   6.65      100  220.0      85  10.0   9.0   \n",
       "285  13  男     3.77         85   7.04      100  252.0     100  22.0  15.0   \n",
       "231  11  男     3.57         95   7.37       85  232.0     100   9.0  12.0   \n",
       "243  11  男     3.57         95   7.23       90  240.0      95  12.0  12.0   \n",
       "188  10  男     3.37        100   7.40       80  250.0     100   2.0   8.0   \n",
       "56    3  男     3.90         80   6.91      100  262.0     100  15.0  15.0   \n",
       "425  16  男     3.07        100   7.40       80  239.0     100  14.0   7.0   \n",
       "96    5  男     3.55         95   7.37       85  250.0     100  12.0   7.0   \n",
       "99    5  男     3.02        100   7.01      100  225.0      80  15.0   9.0   \n",
       "474  17  男     3.42        100   7.50       78  252.0     100  13.0  13.0   \n",
       "50    3  男     3.93         78   6.72      100  260.0     100   4.0  14.0   \n",
       "104   5  男     3.45        100   7.50       78  238.0     100  19.0   7.0   \n",
       "423  16  男     3.40        100   7.84       76  220.0     100  12.0   7.0   \n",
       "341  14  男     3.08        100   7.81       76  220.0     100  25.0  10.0   \n",
       "158   9  男     3.47        100   7.14       95  227.0      80   8.0  10.0   \n",
       "22    1  男     3.70         85   7.23       90  212.0     100  12.0  15.0   \n",
       "58    3  男     3.68         85   7.20       90  250.0     100  10.0  15.0   \n",
       "55    3  男     3.87         80   7.12       95  250.0     100  20.0   7.0   \n",
       "263  12  男     0.00        100   8.00       74  200.0     100   4.0   7.0   \n",
       "438  17  男     3.08        100   8.08       74  200.0     100  15.0   5.0   \n",
       "..   .. ..      ...        ...    ...      ...    ...     ...   ...   ...   \n",
       "0     1  男     4.22         72   8.88       66  195.0      62  12.0   1.0   \n",
       "314  13  男     4.60         62   8.57       68  197.0      68   9.0   7.0   \n",
       "183  10  男     4.32         70   8.77       66  195.0      62   7.0   0.0   \n",
       "361  15  男     4.37         68   8.30       70  175.0      60  14.0   1.0   \n",
       "369  15  男     4.93         50   7.55       78  210.0      68   1.0  11.0   \n",
       "150   9  男     4.57         64   9.38       60  200.0      72  -5.0   1.0   \n",
       "359  15  男     5.43         30   8.72       66  215.0     100  22.0   2.0   \n",
       "464  17  男     5.48         30   9.02       64  210.0     100  12.0   0.0   \n",
       "198  10  男     4.35         68   9.32       60  195.0      66   5.0   2.0   \n",
       "192  10  男     5.05         50   8.40       70  210.0      74  14.0   9.0   \n",
       "159   9  男     5.55         30   8.50       68  205.0      95  11.0   1.0   \n",
       "201  10  男     4.48         66   9.44       60  210.0      66  13.0   3.0   \n",
       "206  10  男     5.10         40   7.63       78  215.0      74  18.0   9.0   \n",
       "473  17  男     5.32         40   9.55       50  210.0     100  15.0   6.0   \n",
       "63    4  男     4.98         50   9.72       40  180.0     100   5.0   0.0   \n",
       "72    4  男     3.25        100   7.44       80  212.0      10  13.0  10.0   \n",
       "371  15  男     4.82         50   8.52       68  200.0      68  14.0   1.0   \n",
       "304  13  男     4.63         62   9.09       64  198.0      60  10.0   0.0   \n",
       "225  11  男     5.13         40   7.82       76  235.0      68   5.0   7.0   \n",
       "178   9  男     5.05         50   9.31       60  196.0      74  -3.0   3.0   \n",
       "12    1  男     3.75         85   7.66       78  202.0      20   7.0   3.0   \n",
       "306  13  男     5.53         30   8.15       72  195.0      80   4.0   5.0   \n",
       "366  15  男     5.78         20   9.17       62  180.0     100  13.0   0.0   \n",
       "309  13  男     5.53         30   7.54       78  225.0      74  10.0   8.0   \n",
       "140   8  男     4.42         66  10.02       30  206.0      85   2.0   7.0   \n",
       "153   9  男     4.27         70   8.58       68  214.0      40  -3.0   1.0   \n",
       "295  13  男     4.23         72   7.76       76  226.0      20  11.0  12.0   \n",
       "85    5  男     4.08         74   7.98       74  180.0      10   7.0   8.0   \n",
       "384  15  男     5.47         30   9.77       40  175.0      80   0.0  11.0   \n",
       "151   9  男     5.03         50   9.50       50  200.0      10  14.0   5.0   \n",
       "\n",
       "       男肺活量          身高     体重  BMI  总分数  \n",
       "420  4600.0  163.000000   60.0  0.0  300  \n",
       "101  4790.0  181.000000   75.2  0.0  300  \n",
       "168  5561.0  184.000000   77.7  0.0  300  \n",
       "194  4670.0  178.000000   56.3  0.0  295  \n",
       "330  5585.0  174.000000   60.8  0.0  295  \n",
       "152  4681.0  183.000000   78.9  0.0  295  \n",
       "76   4493.0  176.000000   65.0  0.0  295  \n",
       "40   5212.0  184.000003   73.1  0.0  285  \n",
       "80   5152.0  179.000000   71.9  0.0  285  \n",
       "17   5324.0  183.000000   63.4  0.0  285  \n",
       "98   4159.0  172.000000   59.2  0.0  285  \n",
       "285  5721.0  174.000000   64.0  0.0  285  \n",
       "231  4622.0  174.000000   64.5  0.0  280  \n",
       "243  4467.0  173.000000   65.8  0.0  280  \n",
       "188  4849.0  183.000000   64.8  0.0  280  \n",
       "56   4970.0  174.000001   79.1  0.0  280  \n",
       "425  4817.0  169.000000   65.4  0.0  280  \n",
       "96   5410.0  196.000000   69.4  0.0  280  \n",
       "99   3951.0  173.000000   71.5  0.0  280  \n",
       "474  5755.0  181.000000   65.0  0.0  278  \n",
       "50   4689.0  173.000002   50.6  0.0  278  \n",
       "104  5172.0  182.000000   65.5  0.0  278  \n",
       "423  5531.0  173.000000   77.7  0.0  276  \n",
       "341  5154.0  192.000000   62.7  0.0  276  \n",
       "158  3969.0  170.000000   59.4  0.0  275  \n",
       "22   5709.0  185.000000   72.3  0.0  275  \n",
       "58   4659.0  178.999996   77.2  0.0  275  \n",
       "55   5410.0  175.000000   79.9  0.0  275  \n",
       "263  4803.0  178.000000   70.4  0.0  274  \n",
       "438  5143.0  177.000000   67.0  0.0  274  \n",
       "..      ...         ...    ...  ...  ...  \n",
       "0    2785.0  170.000000   72.6  0.0  200  \n",
       "314  3192.0  162.000000   49.9  0.0  198  \n",
       "183  2784.0  174.000000   86.4  0.0  198  \n",
       "361  2708.0  171.000000   89.8  0.0  198  \n",
       "369  3198.0  178.000000   59.5  0.0  196  \n",
       "150  3424.0  180.000000   55.9  0.0  196  \n",
       "359  4723.0  176.000000   45.7  0.0  196  \n",
       "464  6712.0  183.000000   95.9  0.0  194  \n",
       "198  2976.0  168.000000   57.3  0.0  194  \n",
       "192  3486.0  176.000000   59.3  0.0  194  \n",
       "159  4432.0  175.000000  104.7  0.0  193  \n",
       "201  2980.0  179.000000   56.6  0.0  192  \n",
       "206  3516.0  164.000000   53.1  0.0  192  \n",
       "473  7042.0  177.000000   76.0  0.0  190  \n",
       "63   5003.0  182.000000   94.6  0.0  190  \n",
       "72   2014.0  172.000000   58.6  0.0  190  \n",
       "371  3097.0  183.000000  103.4  0.0  186  \n",
       "304  2662.0  158.000000   43.6  0.0  186  \n",
       "225  3131.0  174.000000   50.4  0.0  184  \n",
       "178  3505.0  165.000000   59.1  0.0  184  \n",
       "12   2238.0  179.000000   61.1  0.0  183  \n",
       "306  3934.0  174.000000   75.4  0.0  182  \n",
       "366  4637.0  170.000000  113.5  0.0  182  \n",
       "309  3466.0  176.000000   53.2  0.0  182  \n",
       "140  4182.0  173.000000   88.2  0.0  181  \n",
       "153  2448.0  178.000000   44.6  0.0  178  \n",
       "295  2307.0  173.000000   53.7  0.0  168  \n",
       "85   1072.0  166.000000   54.4  0.0  158  \n",
       "384  4015.0  167.000000   92.0  0.0  150  \n",
       "151  1437.0  172.000000   70.2  0.0  110  \n",
       "\n",
       "[477 rows x 15 columns]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "male_student_score.sort_values(by='总分数',ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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